{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 最小化函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## minimize 函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "set_printoptions(precision=3, suppress=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "已知斜抛运动的水平飞行距离公式：\n",
    "\n",
    "$d = 2 \\frac{v_0^2}{g} \\sin(\\theta) \\cos (\\theta)$\n",
    "\n",
    "- $d$ 水平飞行距离\n",
    "- $v_0$ 初速度大小\n",
    "- $g$ 重力加速度\n",
    "- $\\theta$ 抛出角度\n",
    "\n",
    "希望找到使 $d$ 最大的角度 $\\theta$。\n",
    "\n",
    "定义距离函数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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/wLtU38HdHhiY2sEd7dMRuLQQR0O5w/77wwknhDZNESleCxfCDjvA009D+/bp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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9f52780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def dist(theta, v0):\n",
    "    \"\"\"calculate the distance travelled by a projectile launched\n",
    "    at theta degrees with v0 (m/s) initial velocity.\n",
    "    \"\"\"\n",
    "    g = 9.8\n",
    "    theta_rad = pi * theta / 180\n",
    "    return 2 * v0 ** 2 / g * sin(theta_rad) * cos(theta_rad)\n",
    "theta = linspace(0,90,90)\n",
    "p = plot(theta, dist(theta, 1.))\n",
    "xl = xlabel(r'launch angle $\\theta (^{\\circ})$')\n",
    "yl = ylabel('horizontal distance traveled')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "因为 `Scipy` 提供的是最小化方法，所以最大化距离就相当于最小化距离的负数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def neg_dist(theta, v0):\n",
    "    return -1 * dist(theta, v0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "导入 `scipy.optimize.minimize`："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "optimal angle = 45.0 degrees\n"
     ]
    }
   ],
   "source": [
    "from scipy.optimize import minimize\n",
    "result = minimize(neg_dist, 40, args=(1,))\n",
    "print \"optimal angle = {:.1f} degrees\".format(result.x[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`minimize` 接受三个参数：第一个是要优化的函数，第二个是初始猜测值，第三个则是优化函数的附加参数，默认 `minimize` 将优化函数的第一个参数作为优化变量，所以第三个参数输入的附加参数从优化函数的第二个参数开始。\n",
    "\n",
    "查看返回结果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   status: 0\n",
      "  success: True\n",
      "     njev: 18\n",
      "     nfev: 54\n",
      " hess_inv: array([[ 8110.515]])\n",
      "      fun: -0.10204079220645729\n",
      "        x: array([ 45.02])\n",
      "  message: 'Optimization terminated successfully.'\n",
      "      jac: array([ 0.])\n"
     ]
    }
   ],
   "source": [
    "print result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rosenbrock 函数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rosenbrock 函数是一个用来测试优化函数效果的一个非凸函数：\n",
    "\n",
    "$f(x)=\\sum\\limits_{i=1}^{N-1}{100\\left(x_{i+1}^2 - x_i\\right) ^2 + \\left(1-x_{i}\\right)^2 }$\n",
    "\n",
    "导入该函数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy.optimize import rosen\n",
    "from mpl_toolkits.mplot3d import Axes3D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 `N = 2` 的 Rosenbrock 函数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x, y = meshgrid(np.linspace(-2,2,25), np.linspace(-0.5,3.5,25))\n",
    "z = rosen([x,y])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图像和最低点 `(1,1)`："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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o0KEDqqqi1+t94nogEGghjFWBW1564f949dXnaNNKZe264m16k46dG2xUr2HA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\nI/UCtvtf5dDY9WV+G5k7T5C+NZW4b1/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XSLg1RlN25Te7qPfMTZpyqqqyc+hSwv/1sEc5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\nbxj8dmObAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15fc5518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(figsize=(12,5.5))\n",
    "ax = fig.gca(projection=\"3d\")\n",
    "ax.azim = 70; ax.elev = 48\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"Y\")\n",
    "ax.set_zlim((0,1000))\n",
    "p = ax.plot_surface(x,y,z,rstride=1, cstride=1, cmap=cm.jet)\n",
    "rosen_min = ax.plot([1],[1],[0],\"ro\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "传入初始值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1.  1.  1.  1.  1.]\n"
     ]
    }
   ],
   "source": [
    "x0 = [1.3, 1.6, -0.5, -1.8, 0.8]\n",
    "result = minimize(rosen, x0)\n",
    "print result.x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "随机给定初始值："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.815 -2.086  0.297  1.079 -0.528  0.461 -0.13  -0.715  0.734  0.621]\n",
      "[-0.993  0.997  0.998  0.999  0.999  0.999  0.998  0.997  0.994  0.988]\n"
     ]
    }
   ],
   "source": [
    "x0 = np.random.randn(10)\n",
    "result = minimize(rosen, x0)\n",
    "print x0\n",
    "print result.x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于 `N > 3`，函数的最小值为 $(x_1,x_2, ..., x_N) = (1,1,...,1)$，不过有一个局部极小值点 $(x_1,x_2, ..., x_N) = (-1,1,...,1)$，所以随机初始值如果选的不好的话，有可能返回的结果是局部极小值点："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 优化方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### BFGS 算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`minimize` 函数默认根据问题是否有界或者有约束，使用 `'BFGS', 'L-BFGS-B', 'SLSQP'` 中的一种。\n",
    "\n",
    "可以查看帮助来得到更多的信息："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " minimize(fun, x0, args=(), method=None, jac=None, hess=None, hessp=None,\n",
      "          bounds=None, constraints=(), tol=None, callback=None, options=None)\n",
      "\n",
      "Minimization of scalar function of one or more variables.\n",
      "\n",
      "Parameters\n",
      "----------\n",
      "fun : callable\n",
      "    Objective function.\n",
      "x0 : ndarray\n",
      "    Initial guess.\n",
      "args : tuple, optional\n",
      "    Extra arguments passed to the objective function and its\n",
      "    derivatives (Jacobian, Hessian).\n",
      "method : str or callable, optional\n",
      "    Type of solver.  Should be one of\n",
      "\n",
      "        - 'Nelder-Mead'\n",
      "        - 'Powell'\n",
      "        - 'CG'\n",
      "        - 'BFGS'\n",
      "        - 'Newton-CG'\n",
      "        - 'Anneal (deprecated as of scipy version 0.14.0)'\n",
      "        - 'L-BFGS-B'\n",
      "        - 'TNC'\n",
      "        - 'COBYLA'\n",
      "        - 'SLSQP'\n",
      "        - 'dogleg'\n",
      "        - 'trust-ncg'\n",
      "        - custom - a callable object (added in version 0.14.0)\n",
      "\n",
      "    If not given, chosen to be one of ``BFGS``, ``L-BFGS-B``, ``SLSQP``,\n",
      "    depending if the problem has constraints or bounds.\n",
      "jac : bool or callable, optional\n",
      "    Jacobian (gradient) of objective function. Only for CG, BFGS,\n",
      "    Newton-CG, L-BFGS-B, TNC, SLSQP, dogleg, trust-ncg.\n",
      "    If `jac` is a Boolean and is True, `fun` is assumed to return the\n",
      "    gradient along with the objective function. If False, the\n",
      "    gradient will be estimated numerically.\n",
      "    `jac` can also be a callable returning the gradient of the\n",
      "    objective. In this case, it must accept the same arguments as `fun`.\n",
      "hess, hessp : callable, optional\n",
      "    Hessian (matrix of second-order derivatives) of objective function or\n",
      "    Hessian of objective function times an arbitrary vector p.  Only for\n",
      "    Newton-CG, dogleg, trust-ncg.\n",
      "    Only one of `hessp` or `hess` needs to be given.  If `hess` is\n",
      "    provided, then `hessp` will be ignored.  If neither `hess` nor\n",
      "    `hessp` is provided, then the Hessian product will be approximated\n",
      "    using finite differences on `jac`. `hessp` must compute the Hessian\n",
      "    times an arbitrary vector.\n",
      "bounds : sequence, optional\n",
      "    Bounds for variables (only for L-BFGS-B, TNC and SLSQP).\n",
      "    ``(min, max)`` pairs for each element in ``x``, defining\n",
      "    the bounds on that parameter. Use None for one of ``min`` or\n",
      "    ``max`` when there is no bound in that direction.\n",
      "constraints : dict or sequence of dict, optional\n",
      "    Constraints definition (only for COBYLA and SLSQP).\n",
      "    Each constraint is defined in a dictionary with fields:\n",
      "        type : str\n",
      "            Constraint type: 'eq' for equality, 'ineq' for inequality.\n",
      "        fun : callable\n",
      "            The function defining the constraint.\n",
      "        jac : callable, optional\n",
      "            The Jacobian of `fun` (only for SLSQP).\n",
      "        args : sequence, optional\n",
      "            Extra arguments to be passed to the function and Jacobian.\n",
      "    Equality constraint means that the constraint function result is to\n",
      "    be zero whereas inequality means that it is to be non-negative.\n",
      "    Note that COBYLA only supports inequality constraints.\n",
      "tol : float, optional\n",
      "    Tolerance for termination. For detailed control, use solver-specific\n",
      "    options.\n",
      "options : dict, optional\n",
      "    A dictionary of solver options. All methods accept the following\n",
      "    generic options:\n",
      "        maxiter : int\n",
      "            Maximum number of iterations to perform.\n",
      "        disp : bool\n",
      "            Set to True to print convergence messages.\n",
      "    For method-specific options, see :func:`show_options()`.\n",
      "callback : callable, optional\n",
      "    Called after each iteration, as ``callback(xk)``, where ``xk`` is the\n",
      "    current parameter vector.\n",
      "\n",
      "Returns\n",
      "-------\n",
      "res : OptimizeResult\n",
      "    The optimization result represented as a ``OptimizeResult`` object.\n",
      "    Important attributes are: ``x`` the solution array, ``success`` a\n",
      "    Boolean flag indicating if the optimizer exited successfully and\n",
      "    ``message`` which describes the cause of the termination. See\n",
      "    `OptimizeResult` for a description of other attributes.\n",
      "\n",
      "\n",
      "See also\n",
      "--------\n",
      "minimize_scalar : Interface to minimization algorithms for scalar\n",
      "    univariate functions\n",
      "show_options : Additional options accepted by the solvers\n",
      "\n",
      "Notes\n",
      "-----\n",
      "This section describes the available solvers that can be selected by the\n",
      "'method' parameter. The default method is *BFGS*.\n",
      "\n",
      "**Unconstrained minimization**\n",
      "\n",
      "Method *Nelder-Mead* uses the Simplex algorithm [1]_, [2]_. This\n",
      "algorithm has been successful in many applications but other algorithms\n",
      "using the first and/or second derivatives information might be preferred\n",
      "for their better performances and robustness in general.\n",
      "\n",
      "Method *Powell* is a modification of Powell's method [3]_, [4]_ which\n",
      "is a conjugate direction method. It performs sequential one-dimensional\n",
      "minimizations along each vector of the directions set (`direc` field in\n",
      "`options` and `info`), which is updated at each iteration of the main\n",
      "minimization loop. The function need not be differentiable, and no\n",
      "derivatives are taken.\n",
      "\n",
      "Method *CG* uses a nonlinear conjugate gradient algorithm by Polak and\n",
      "Ribiere, a variant of the Fletcher-Reeves method described in [5]_ pp.\n",
      "120-122. Only the first derivatives are used.\n",
      "\n",
      "Method *BFGS* uses the quasi-Newton method of Broyden, Fletcher,\n",
      "Goldfarb, and Shanno (BFGS) [5]_ pp. 136. It uses the first derivatives\n",
      "only. BFGS has proven good performance even for non-smooth\n",
      "optimizations. This method also returns an approximation of the Hessian\n",
      "inverse, stored as `hess_inv` in the OptimizeResult object.\n",
      "\n",
      "Method *Newton-CG* uses a Newton-CG algorithm [5]_ pp. 168 (also known\n",
      "as the truncated Newton method). It uses a CG method to the compute the\n",
      "search direction. See also *TNC* method for a box-constrained\n",
      "minimization with a similar algorithm.\n",
      "\n",
      "Method *Anneal* uses simulated annealing, which is a probabilistic\n",
      "metaheuristic algorithm for global optimization. It uses no derivative\n",
      "information from the function being optimized.\n",
      "\n",
      "Method *dogleg* uses the dog-leg trust-region algorithm [5]_\n",
      "for unconstrained minimization. This algorithm requires the gradient\n",
      "and Hessian; furthermore the Hessian is required to be positive definite.\n",
      "\n",
      "Method *trust-ncg* uses the Newton conjugate gradient trust-region\n",
      "algorithm [5]_ for unconstrained minimization. This algorithm requires\n",
      "the gradient and either the Hessian or a function that computes the\n",
      "product of the Hessian with a given vector.\n",
      "\n",
      "**Constrained minimization**\n",
      "\n",
      "Method *L-BFGS-B* uses the L-BFGS-B algorithm [6]_, [7]_ for bound\n",
      "constrained minimization.\n",
      "\n",
      "Method *TNC* uses a truncated Newton algorithm [5]_, [8]_ to minimize a\n",
      "function with variables subject to bounds. This algorithm uses\n",
      "gradient information; it is also called Newton Conjugate-Gradient. It\n",
      "differs from the *Newton-CG* method described above as it wraps a C\n",
      "implementation and allows each variable to be given upper and lower\n",
      "bounds.\n",
      "\n",
      "Method *COBYLA* uses the Constrained Optimization BY Linear\n",
      "Approximation (COBYLA) method [9]_, [10]_, [11]_. The algorithm is\n",
      "based on linear approximations to the objective function and each\n",
      "constraint. The method wraps a FORTRAN implementation of the algorithm.\n",
      "\n",
      "Method *SLSQP* uses Sequential Least SQuares Programming to minimize a\n",
      "function of several variables with any combination of bounds, equality\n",
      "and inequality constraints. The method wraps the SLSQP Optimization\n",
      "subroutine originally implemented by Dieter Kraft [12]_. Note that the\n",
      "wrapper handles infinite values in bounds by converting them into large\n",
      "floating values.\n",
      "\n",
      "**Custom minimizers**\n",
      "\n",
      "It may be useful to pass a custom minimization method, for example\n",
      "when using a frontend to this method such as `scipy.optimize.basinhopping`\n",
      "or a different library.  You can simply pass a callable as the ``method``\n",
      "parameter.\n",
      "\n",
      "The callable is called as ``method(fun, x0, args, **kwargs, **options)``\n",
      "where ``kwargs`` corresponds to any other parameters passed to `minimize`\n",
      "(such as `callback`, `hess`, etc.), except the `options` dict, which has\n",
      "its contents also passed as `method` parameters pair by pair.  Also, if\n",
      "`jac` has been passed as a bool type, `jac` and `fun` are mangled so that\n",
      "`fun` returns just the function values and `jac` is converted to a function\n",
      "returning the Jacobian.  The method shall return an ``OptimizeResult``\n",
      "object.\n",
      "\n",
      "The provided `method` callable must be able to accept (and possibly ignore)\n",
      "arbitrary parameters; the set of parameters accepted by `minimize` may\n",
      "expand in future versions and then these parameters will be passed to\n",
      "the method.  You can find an example in the scipy.optimize tutorial.\n",
      "\n",
      ".. versionadded:: 0.11.0\n",
      "\n",
      "References\n",
      "----------\n",
      ".. [1] Nelder, J A, and R Mead. 1965. A Simplex Method for Function\n",
      "    Minimization. The Computer Journal 7: 308-13.\n",
      ".. [2] Wright M H. 1996. Direct search methods: Once scorned, now\n",
      "    respectable, in Numerical Analysis 1995: Proceedings of the 1995\n",
      "    Dundee Biennial Conference in Numerical Analysis (Eds. D F\n",
      "    Griffiths and G A Watson). Addison Wesley Longman, Harlow, UK.\n",
      "    191-208.\n",
      ".. [3] Powell, M J D. 1964. An efficient method for finding the minimum of\n",
      "   a function of several variables without calculating derivatives. The\n",
      "   Computer Journal 7: 155-162.\n",
      ".. [4] Press W, S A Teukolsky, W T Vetterling and B P Flannery.\n",
      "   Numerical Recipes (any edition), Cambridge University Press.\n",
      ".. [5] Nocedal, J, and S J Wright. 2006. Numerical Optimization.\n",
      "   Springer New York.\n",
      ".. [6] Byrd, R H and P Lu and J. Nocedal. 1995. A Limited Memory\n",
      "   Algorithm for Bound Constrained Optimization. SIAM Journal on\n",
      "   Scientific and Statistical Computing 16 (5): 1190-1208.\n",
      ".. [7] Zhu, C and R H Byrd and J Nocedal. 1997. L-BFGS-B: Algorithm\n",
      "   778: L-BFGS-B, FORTRAN routines for large scale bound constrained\n",
      "   optimization. ACM Transactions on Mathematical Software 23 (4):\n",
      "   550-560.\n",
      ".. [8] Nash, S G. Newton-Type Minimization Via the Lanczos Method.\n",
      "   1984. SIAM Journal of Numerical Analysis 21: 770-778.\n",
      ".. [9] Powell, M J D. A direct search optimization method that models\n",
      "   the objective and constraint functions by linear interpolation.\n",
      "   1994. Advances in Optimization and Numerical Analysis, eds. S. Gomez\n",
      "   and J-P Hennart, Kluwer Academic (Dordrecht), 51-67.\n",
      ".. [10] Powell M J D. Direct search algorithms for optimization\n",
      "   calculations. 1998. Acta Numerica 7: 287-336.\n",
      ".. [11] Powell M J D. A view of algorithms for optimization without\n",
      "   derivatives. 2007.Cambridge University Technical Report DAMTP\n",
      "   2007/NA03\n",
      ".. [12] Kraft, D. A software package for sequential quadratic\n",
      "   programming. 1988. Tech. Rep. DFVLR-FB 88-28, DLR German Aerospace\n",
      "   Center -- Institute for Flight Mechanics, Koln, Germany.\n",
      "\n",
      "Examples\n",
      "--------\n",
      "Let us consider the problem of minimizing the Rosenbrock function. This\n",
      "function (and its respective derivatives) is implemented in `rosen`\n",
      "(resp. `rosen_der`, `rosen_hess`) in the `scipy.optimize`.\n",
      "\n",
      ">>> from scipy.optimize import minimize, rosen, rosen_der\n",
      "\n",
      "A simple application of the *Nelder-Mead* method is:\n",
      "\n",
      ">>> x0 = [1.3, 0.7, 0.8, 1.9, 1.2]\n",
      ">>> res = minimize(rosen, x0, method='Nelder-Mead')\n",
      ">>> res.x\n",
      "[ 1.  1.  1.  1.  1.]\n",
      "\n",
      "Now using the *BFGS* algorithm, using the first derivative and a few\n",
      "options:\n",
      "\n",
      ">>> res = minimize(rosen, x0, method='BFGS', jac=rosen_der,\n",
      "...                options={'gtol': 1e-6, 'disp': True})\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.000000\n",
      "         Iterations: 52\n",
      "         Function evaluations: 64\n",
      "         Gradient evaluations: 64\n",
      ">>> res.x\n",
      "[ 1.  1.  1.  1.  1.]\n",
      ">>> print res.message\n",
      "Optimization terminated successfully.\n",
      ">>> res.hess\n",
      "[[ 0.00749589  0.01255155  0.02396251  0.04750988  0.09495377]\n",
      " [ 0.01255155  0.02510441  0.04794055  0.09502834  0.18996269]\n",
      " [ 0.02396251  0.04794055  0.09631614  0.19092151  0.38165151]\n",
      " [ 0.04750988  0.09502834  0.19092151  0.38341252  0.7664427 ]\n",
      " [ 0.09495377  0.18996269  0.38165151  0.7664427   1.53713523]]\n",
      "\n",
      "\n",
      "Next, consider a minimization problem with several constraints (namely\n",
      "Example 16.4 from [5]_). The objective function is:\n",
      "\n",
      ">>> fun = lambda x: (x[0] - 1)**2 + (x[1] - 2.5)**2\n",
      "\n",
      "There are three constraints defined as:\n",
      "\n",
      ">>> cons = ({'type': 'ineq', 'fun': lambda x:  x[0] - 2 * x[1] + 2},\n",
      "...         {'type': 'ineq', 'fun': lambda x: -x[0] - 2 * x[1] + 6},\n",
      "...         {'type': 'ineq', 'fun': lambda x: -x[0] + 2 * x[1] + 2})\n",
      "\n",
      "And variables must be positive, hence the following bounds:\n",
      "\n",
      ">>> bnds = ((0, None), (0, None))\n",
      "\n",
      "The optimization problem is solved using the SLSQP method as:\n",
      "\n",
      ">>> res = minimize(fun, (2, 0), method='SLSQP', bounds=bnds,\n",
      "...                constraints=cons)\n",
      "\n",
      "It should converge to the theoretical solution (1.4 ,1.7).\n"
     ]
    }
   ],
   "source": [
    "info(minimize)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "默认没有约束时，使用的是 [BFGS 方法](https://en.wikipedia.org/wiki/Broyden%E2%80%93Fletcher%E2%80%93Goldfarb%E2%80%93Shanno_algorithm)。\n",
    "\n",
    "利用 `callback` 参数查看迭代的历史："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(37L, 2L)\n",
      "[ 1.  1.]\n",
      "in 200 function evaluations.\n"
     ]
    }
   ],
   "source": [
    "x0 = [-1.5, 4.5]\n",
    "xi = [x0]\n",
    "result = minimize(rosen, x0, callback=xi.append)\n",
    "xi = np.asarray(xi)\n",
    "print xi.shape\n",
    "print result.x\n",
    "print \"in {} function evaluations.\".format(result.nfev)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘图显示轨迹："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2L6n9Z0ei1BGnT59m4pTJhB1aWMBerv8Ax9efolEusWqzyszsepR6PR5RVapKtsmsbr+S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\n4JgH9qlwvBPooWixoEgmAVrdiT6+CKKaFy1QTV8Iu9pC2L3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twB1m8FStYMcSeL87dJoC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uB6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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15fc54e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = meshgrid(np.linspace(-2.3,1.75,25), np.linspace(-0.5,4.5,25))\n",
    "z = rosen([x,y])\n",
    "fig = figure(figsize=(12,5.5))\n",
    "ax = fig.gca(projection=\"3d\"); ax.azim = 70; ax.elev = 75\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"Y\"); ax.set_zlim((0,1000))\n",
    "p = ax.plot_surface(x,y,z,rstride=1, cstride=1, cmap=cm.jet)\n",
    "intermed = ax.plot(xi[:,0], xi[:,1], rosen(xi.T), \"g-o\")\n",
    "rosen_min = ax.plot([1],[1],[0],\"ro\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`BFGS` 需要计算函数的 Jacobian 矩阵：\n",
    "\n",
    "给定 $\\left[y_1,y_2,y_3\\right] = f(x_0, x_1, x_2)$\n",
    "\n",
    "$$J=\\left[ \\begin{matrix} \\frac{\\partial y_1}{\\partial x_0} & \\frac{\\partial y_1}{\\partial x_1} & \\frac{\\partial y_1}{\\partial x_2} \\\\\\ \\frac{\\partial y_2}{\\partial x_0} & \\frac{\\partial y_2}{\\partial x_1} & \\frac{\\partial y_2}{\\partial x_2} \\\\\\ \\frac{\\partial y_3}{\\partial x_0} & \\frac{\\partial y_3}{\\partial x_1} & \\frac{\\partial y_3}{\\partial x_2} \\end{matrix} \\right]$$\n",
    "\n",
    "在我们的例子中\n",
    "\n",
    "$$J= \\left[ \\begin{matrix}\\frac{\\partial rosen}{\\partial x_0} & \\frac{\\partial rosen}{\\partial x_1} \\end{matrix} \\right] $$\n",
    "\n",
    "导入 `rosen` 函数的 `Jacobian` 函数 `rosen_der`： "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scipy.optimize import rosen_der"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此时，我们将 `Jacobian` 矩阵作为参数传入："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(38L, 2L)\n",
      "in 49 function evaluations and 49 jacobian evaluations.\n"
     ]
    }
   ],
   "source": [
    "xi = [x0]\n",
    "result = minimize(rosen, x0, jac=rosen_der, callback=xi.append)\n",
    "xi = np.asarray(xi)\n",
    "print xi.shape\n",
    "print \"in {} function evaluations and {} jacobian evaluations.\".format(result.nfev, result.njev)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，函数计算的开销大约减少了一半，迭代路径与上面的基本吻合："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2L6n9Z0ei1BGnT59m4pTJhB1aWMBerv8Ax9efolEusWqzyszsepR6PR5RVapKtsmsbr+S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\n4JgH9qlwvBPooWixoEgmAVrdiT6+CKKaFy1QTV8Iu9pC2L3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twB1m8FStYMcSeL87dJoC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y0X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\nCOGxJFgVQgghhBAe6/8D6bfN7+5DVO4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1632da90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = meshgrid(np.linspace(-2.3,1.75,25), np.linspace(-0.5,4.5,25))\n",
    "z = rosen([x,y])\n",
    "fig = figure(figsize=(12,5.5))\n",
    "ax = fig.gca(projection=\"3d\"); ax.azim = 70; ax.elev = 75\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"Y\"); ax.set_zlim((0,1000))\n",
    "p = ax.plot_surface(x,y,z,rstride=1, cstride=1, cmap=cm.jet)\n",
    "intermed = ax.plot(xi[:,0], xi[:,1], rosen(xi.T), \"g-o\")\n",
    "rosen_min = ax.plot([1],[1],[0],\"ro\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nelder-Mead Simplex 算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "改变 `minimize` 使用的算法，使用 [Nelder–Mead 单纯形算法](https://en.wikipedia.org/wiki/Nelder%E2%80%93Mead_method)："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(120L, 2L)\n",
      "Solved the Nelder-Mead Simplex method with 226 function evaluations.\n"
     ]
    }
   ],
   "source": [
    "xi = [x0]\n",
    "result = minimize(rosen, x0, method=\"nelder-mead\", callback = xi.append)\n",
    "xi = np.asarray(xi)\n",
    "print xi.shape\n",
    "print \"Solved the Nelder-Mead Simplex method with {} function evaluations.\".format(result.nfev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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S0oJ2EMoL9FYd0P5pncwKc7y11WrFbDZjMBhITk6m9/0D2WaPJm3492COzTpg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\nEEIIIYTP+v/YLseLtZ7EnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15ea7668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = meshgrid(np.linspace(-1.9,1.75,25), np.linspace(-0.5,4.5,25))\n",
    "z = rosen([x,y])\n",
    "fig = figure(figsize=(12,5.5))\n",
    "ax = fig.gca(projection=\"3d\"); ax.azim = 70; ax.elev = 75\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"Y\"); ax.set_zlim((0,1000))\n",
    "p = ax.plot_surface(x,y,z,rstride=1, cstride=1, cmap=cm.jet)\n",
    "intermed = ax.plot(xi[:,0], xi[:,1], rosen(xi.T), \"g-o\")\n",
    "rosen_min = ax.plot([1],[1],[0],\"ro\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Powell 算法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用 [Powell 算法](https://en.wikipedia.org/wiki/Powell%27s_method)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(31L, 2L)\n",
      "Solved Powell's method with 855 function evaluations.\n"
     ]
    }
   ],
   "source": [
    "xi = [x0]\n",
    "result = minimize(rosen, x0, method=\"powell\", callback=xi.append)\n",
    "xi = np.asarray(xi)\n",
    "print xi.shape\n",
    "print \"Solved Powell's method with {} function evaluations.\".format(result.nfev)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2L6n9Z0ei1BGnT59m4pTJhB1aWMBerv8Ax9efolEusWqzyszsepR6PR5RVapKtsmsbr+S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\n4JgH9qlwvBPooWixoEgmAVrdiT6+CKKaFy1QTV8Iu9pC2L3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twB1m8FStYMcSeL87dJoC\ndfoT9nVFSnzxGtHdOgRs7kpK5tT1/dFvfAFdLdi7ZmUaBa8lqqKfz82kxjxSjT/n/RLweZIfTqcT\np9MZVNLKlK8yaUsul4vMzEzi4uJ8qh3FKEYQFGdWLzQOHz7MvHnzGDJkiC9zc6mMAoQQjBo1qtDs\nqhAiYHY1lO+7ydsMJQUVaAo2NjaWSW++TuyZJHh4E2z6HfFYPdgboHijy1B4cyN4nTC1MqR8lSt/\nlR9X3EBWny0sPVqe1u1u5L7BQ30Fb1Zh1SggLCwMrXWewq5/yu/eH0Up/rpU1qKmQoGZaXY6nQWk\noExnKdNa1JSCMh9ckZGRF+28msUeLpcrj1atVSQnJzN69KvUqtWQG264lX//ezsnTtxDZuYbeDy3\nA1XJe29ti5SlkXKKha2fRojpwACEeA2D21oeIWpT9EAVYChKLQOuR+tItF6K9UAVoAJCXgvqDvA2\nRetGKLW1iMeSjvKWgcz1EPVJ0QJV17dgvx5Ub5RaDVREiIbIox8E76M1cvfj6IPvQ8UVwQNVAJmA\njKwBm76B9OPwQXu48jbrgerBX2HRAKj1UW6gClDtKdSODZCRlre91sjx/0KcPol+fJm1fRzaDB/c\nCq3egDrGPrwx9XAt+DNgc5WaxpmuQ9C9BlsLVJVCPtYX4dLoZ/NazsrqTVm9erWlGbnCJK201rhc\nrjw1E6aklTlLU6wQUIyiojhYPQ88/vjjTJgwIc+bZWFGAVWq5BYIXAijgJYtW5Kens7evXsDrg8P\nD/c9pIvi+36+UlC33XYbtSolIPYsRI3Yhb76FnihLfKn1yF/sFWlDtz/AUgNy0Ygv2sMJ9YH3nBY\nNKrdBxCRwMw5W2jTriu9et/J+vW57f0LcYJJQZlT92a2LZA+qSkwfzkhkJNVqKn7QPqkgQJTU6c0\n0NS9qaeaXwoqMzOT9PR0HA4HQghfpXB4eHgBKSh/fdJ/QmIrNjYWh8MRMtg/e/Yss2bN4qGHhlGp\n0pU0b96Sd99N4ujRgWRljcPt7otRxBR8DEoNRamFwO4Aaz3ASqR8BrgHIZYA/dH6E+AJ4CmU+hXY\nU4QRHjacrLgv57iqofXHQIDZjEKRhFapoLcBr4D+gqI9In4DGiDlfqQsh+CYtW7ag8x+HLIeBD0F\nyHWM0t43UIc+M15oC/RTyB33o49+ja60DiILURjIgYq6D7HqY8RHHRAlG0DH/BzfIDj8OyzoAzUm\nQaW7866LKIeMqwBr8tKU5IwJ6JX/QT29OrTWKcDpfTDpBqj/ADTN1WvVNfrhnLe0QHPt9ZJ621Ao\nfyW8FMBlKwDkm0+ht25EjV1XgJaReWUzkrYlk5GRYemlOJiklcvlwmazFciemsobZuHV5XZ/Lcbl\njeJg9W9i7ty5lCtXjsaNGwf90V1MowCz/6hRo5g4cSLLly9n8uTJvPHGG75Awrwh+IucXwopKCEE\nH7w9nsilr0DWGbj1A7j3N/jPB4hnW8KJfXk7tB+EqFgDEruiIhrDzPbIRXdB5vGCGw+Lgo6fgD6A\nM3ErSzbfyC233kP7jrcwf/587Ha772YYyigg2LhNHuaF5PyeD/yL2LTWPommYHzSQFJQf5dPakpO\nZWRk+PikXq/Xxyf1txYNDw9HKfWP6b4WBv8MsH9WJzs7m2XLlvHCCy/RuHFrrrqqJg8+OI6vvz7L\nuXN3oHU4Llc9oDqFBah5UQFoipRvYUzxAxxGiM+APkj5DkolAO+h1JtAe3JvxRWBxkg5gdAsrG1I\nORK4B633AxOBLxHiCIbgv1UcRMqhwN3A1UBdpCzKrE8aUv4LGADcjVJzUd7H0Y5xoF2Fd1WnkVkd\nwPk96A1A/uxgJ6StBJz8IV8/D3LbQPTJuejKSRBR3dqhxt+DTj8OKhzdzaLV89HlML8nXD0WqjwQ\nsImKbI9tsZ/A/4rZqC9eRT8yH0pUCL2P9JOIie3gis7Q/q286+oMwn3oKN7TqXkW2599C3fKQbzT\nCgaygSBmfIL+8XP0q39CdEGKiq7enFUbk3yi/qGyn8EkrVwuV1C1AJOWVhywFqOoKLZb/ZtYuXIl\ns2fPZt68eTidTtLT0xk0aBDly5fn+PHjVKhQ4YIbBZw8eZKNGzeSnJyc589ut7N9+3bq1KlDnTp1\n8rg1mWLzVqRGLiQaNGhA/z69mLHkBbJv+QiqtkY9cQgxozc8cQ0M+Td0uNcopBICPXQyvNAWWm2H\nmq/Aln7wZQ1Ey5fQjUaAza9o4MruiPJN4Oy/0GXn4Ih7mE0HZjD4gdFUKBfJi8+PoGfPnufFiwoL\nCyswlXWxYYVPCvgsTs3xBeOTWpGCCsYn9eeSRkREWOKTmtN82dnZ58UPvViIiIjA4/Gwbt06Vq1a\nxezZC9m8eR0REZXIyqqO19seuAe3258TfBMGl/RNoCiyYfeh9ZPAB0i5E6X2IURVtH4EpZqE6DsU\nrYcCS4EO+dYpYBVSTkWpgyh1LfApWufKY2ndDSFeReu2FH6LT0XKf6PUT2jdEINrWxo4hlJ3AzuB\nWiGOdT5wP1A+57MZmHVHygko99cQEcTH3rMRMrsCNVBqH8GK0pRrEPLgRFTFHPtVlY3863Z0+mZ0\npa0QZtG5y30QcbQj2muDyp2sFXwdXwXzukG1l6Dq8ODtqj2Nd10LcGXDwRR47U7o92+4uhBaggmn\nHfH2DRBfHboFcLSKiCGsZHmy/1hDTB/DSMHxw3zSP/oG/f06sPJbW/U7etwT8NQvULFG4DZXN2XH\nlk0+Yxm73U58fHzIhEt8fDzp6emYttYej4e4uMB8bTPA9Z+RKZa0KoYVFBdYXQAsXbqUiRMnMmfO\nHEaOHEliYiLPPPMM48aNIy0tLU+B1dq1a30FVrt37y7Sj/Tzzz9nxowZ1K1bl7p161KnTh3q1q1L\nUlISP/74I5MmTSrQR2tNVlZWHmH5S4XU1FQaNG6BfeACqOQnsbX1R8Ts+xF12+SRuJIfDIakLagW\nOdP6pxYgk+9HC4Xu8AlcdUvuNs7uhBnXQrmVEJmzba3A8R9iXWOIizrFc6MeY+DAAX8rUPcvHLrQ\nOp2htFj9dUfzS0CZWU//4woVlAbyujeF8gPJQZ2vxJbdbic6Ovq8CsEuFJxOJ5s3b2bt2rV8991M\nUlJSsNni8Hhqkp1dE6hJqOlyKccCdXICuFA4DWxGynUotRsIB64D7sFfQD805gLzMCStIgEXsBAh\nvgCy0LoNMJjAAZ5Cyn+h1GPAHQHWOxHiC7T+CCmvQKkXya/PKsQTCFERpQp6xhs4i5QjcoqvHgH+\nFaDNZIRtBjp+H4h816jrS8h8GCPQfSfIPnKPF1tZaLYcYmohk26BzP2oykkgE0L0NTexAY51Roh2\naDEExF1w36nCXapOrofZHeGKp+Hql0LuQq6tiHpkHHz0NDQeAHe8G/q4PC7kuzdBWipqQFLwAHpW\nD+I7RlNi8hjc23ZxsmUf9OhP4dY7Q+9jTzL0bQn9XoPujxXaNHb41ayc/wu1atXCbrcjpbRUpGtK\nWpm/+WDBqgmllE/aqljSqhj5UKyzerGwdOlS3nrrLWbPnk1qauolNwpQStGxY0c+/fRTKlWqVGD9\nPyko//nnU3jhgx/JvHdZXqOArDTkVzejUnfDiG+g8c2QfhoevhrqToMKt+W23fUq4uAkRPkmqPYf\nQanaAMgVT0HKHFT5HXl3qjVk/0msayxh3k08PuIRhgy5j4QEiw+2HJxv9X1h+qShgtLC9ElNaafY\n2FgftzaYaH5+fVL/wPRiPRw8Hg9ZWVnExsZe0hckrTUHDhxg7dq1LF++iuXLV7Fv306ioyvhclUm\nOzsGY3r8SYzpdqs4jZFZfYKCmUYF7EGIzcA6tD6HzZaI11sX6ICUnwOVcgLHokHKx9C6ExCP1t8g\nZRRKdQNuIzSDawnwOUZ2NjZnmRf4BRiPlDEo9QSGo1YgnMaY1l8G5FfemAM8hJSVUOpToGyQbSiE\nvB4dPRkiDHc/tBuZPQLl/Ar0VOD2EOMwIOSNiHKl0Y4DiOxzqEqbrZkLAGTOheN3gG0ohI83tqfK\noztNgWq3BO5zejP80g4qD4cawYXy82BTV0hdiKzTATXi99DtlUJO7g971qIG7TAoTsGQ8h22pMco\nv20eJ665Be91PeC1T4O3N5F6Cm5tBA27wdDCHbwA4t7py3v3dWPgwIForUlPT/cVR4WCy+XCbrcT\nGxtrKUFgBrgmJS2/mkgx/mdRHKz+N2P27NksWrSIMWMK2h1e6uyqf/Dkdrtp3f4m9jYcBY0GFGy8\n/C34Y7RP4kr8PgXx/Ruo647kzTJ47LBlIJz5DdngflSLV0HYYFo1iH0dEh4OfDDZSUS73kQ4FjJk\nyH08OvwhHzUjFKwE+YGm7s1sJhA0CM3v5OS/rLB9mYFodna2b/smNzd/ptTMkv4TGQuXy0V2dvZF\nFeQ/c+YMW7duZe3adfz++59s3rwej0dgs1XDbq+IUalfmbzZx28R4jhaP4Ohh2oVsxBiM1qPxSiS\n2oqUG1AqCSHCgPJo3Qwj+PN/6KYDr2MYBTSyuC83sAUhZqH1XqQsg1KDgLZFOF6Q8hG07o7WI4A/\nMSxdM9D6X4AVK85nkDIepWbm/P80Ug5HqcXAYxgc11AYiwjbgI7bDPoUIutWhPcwSi0nfza3cMwD\neiCj66Mqbiw8I+oHkf4++tQzEPYehPllf7PvRFY9h+oaQGz/zFb4pQ1U+BfUeqvg+kDwpMP668Cx\nE97LhLAQL7haI79/FL32e/SgZIgqXEcX5UF8EkdEw9p4smx4fwphjQuQ7UQMuB6IQb+63No4fnqD\n7o6N/PjtN4AhgZienk5sbGxISpQZfAohgkpa5Ye/pFVUVFRxwFoMKA5WLz4OHTrE3XffzcmTJxFC\n8MADD/Doo4+SmppK//79OXDgQIFs69ixY5kyZQo2m4333nuPzp3z2yBag1KKtm3b8uWXXwYMxs7X\nRjQQAmUOzWX+wdO6deu4fdADOB5JhsgA00Op+5BfdUZrN/rJ7xHv3ImO6gF1C9IayNiK/Ks/ynkE\nrp8AtmjEssfQFY6BLORm6t5LpHMCOuNb6tevx1NPDqNTp04+D+tg48vMzCQ2NjboeAPpkwayFgXy\nTLEXxVo0GJ/U7XYTHh5OZGTkBacqXAg4HA6UUuftuqW15tixY2zZsoWkpCRWrFjPX3/9xalTh9Fa\nEh5+PW53FYzgtCSFF0IppHwTaJWTpbQCN3AI+BSDt3oOKRNQqipGcVSo4p4FwJ/AuwSnAniBrdhs\nf+L1rkXKaJS6GoNXWgqlXrF4rP5IBl5GiHrATrTuCTyI9braNIyCp0UYlq4PI2W1nGxqiODKBxdC\nXIeOegWyxyCog1a/UTTThG+BB4zjTnwBSj0duotWyLOPo9K+gLBZYOuQd706AJ7acPcRiPJz2ju7\nA35uDeUGQO1CJLP84TqD2NQB4QEtjqEf/glqtS+0i1jwJswfhx6wEUpYCNq1RnxRFmED9dtBKOS+\nZbaXj/WDLRtR7+ywqEZwCJ5uSuXSpdiTssW32AxC4+PjCw0mTW1VrTUejyck39WEqdlqStldjvey\nYlxSFAerFxvHjx/n+PHjXHvttdjtdpo2bcovv/zC1KlTL4lRwPfff8+aNWsYPXp0gXXnw8EMZS0a\nTDTfHzd1u5V1p2NQvadBbJCCiNmPwOYvoG4bSF4J1++ByCBZ0CNfIXY9CdFl0PajENkNynwTejCu\nZDjalMiIymh9gtat23HHHd3p0qULiYmJBcbqdrt9U+3nM3Uf7LwG8roPxCcNZC3q9XqDCvJfDjAz\n+v7i4KHg8XjYtWsXSUlJbNy4mdWrN5KSsg2vVxMRUZmsrDJ4POUxpvFjEOKdnCAsVNGSP44AHwOP\nYgS4+eHEEOffgxApKHUEIaLROhZjenwwhjOUdUg5BmiMUvf4LVVAMlKuQKlVCBGB1tWALsCVOW0c\nwIvACKCVxb1lAUsRYg5an8TQb51O0TizJp4CtmM8Cp7CoAYUBS6gF0awOwIYX4S+GUj5AFrPy8lo\nu8E2Bq48AqKQ6105kKf6obPWocNWGMYCASBVLVTzYXDNo8aCc7thZiso3RPqfW7tELOPITa0RVAG\nVWElnOiCbHoV6s5PgvdZ9QV8Oxx6L4YKzS3tRq5+GbVmLKJDV/RHs0K3f+9l9PQP0e/sgHgLLxYZ\nZxAjm0GpOoQdWMbpE8fyTOWbGdCEhISAs3Naa9LS0nwZVbvdjhDCR1UKhaysLF9hVlRUVDF/9X8b\nxcHqpUavXr0YNmwYw4YNY+nSpT6lgA4dOpCSksLYsWORUvLMM88A0KVLF0aPHk2rVlYfSnnh9Xpp\n06YNM2bMoHTpgjcoc+o4EJ/ISiV6KPeqwrB3716atLweRRj0/BAaDsjLYTVxcBVyRm/UueNQuiW0\nXB18o0pB8nA4Og2UG8rOhZibQh6LTHsG0meivH8AvxIbOwu3+w/q1GlE374306VLF664Itfn25Rj\nyh+gWglKQ/FJA3ndF4VP6na7cTgcxMXFXZYZCaUUmZmZPqksE16vl3379pGSkkJycjIbNvzFqlUr\nOXv2DNHRiUAFMjPLoHUFjMA0nsD3sC0YPMzHsZ7tA2NaPwWtnwOygT1IuRutd6D1aQwnqNIYBVhN\nMTK2AP9BiC1o/TxG4ZNVHAfeAl4CvEj5J0qtQAiJ1lWBzjn7CoTfcv4+o3BFgj1I+R+UWo6UJVCq\nDdAaI9h9BwitQ5qL/TmKA6aY/ftAxyL0B1iCEC/l+HxkYPCFrQVnsBa4LSeD/QMmL1baGqLKfghx\nQbiunpOI450RniyUbX3hBVjucYj4L9B3pED6fpjZAkp2hvpfWztExwHEhuvBVhddfoFBW8pcCGn9\nYdJpkAFoJlvnwyd9oMt3UL27pd3Ita+j101E13sPdj4C69OgMDrX7Onw8kPw+iqoZuE7d2Yinr8e\nQQzq/pXEf9qYuV++S8uWefnMpplIQkJCgfuTaTxi1gUUle+qtcZuNyxl4+LiiIyMLA5Y/3dRHKxe\nSuzfv5/27duzdetWqlatytmzZwHjR1m6dGnOnj3L8OHDadWqFXfeaVR0DhkyhK5du3L77daKDgLh\nq6++Ijk5mWeffbbAOqWUj7tq/t//L1B29EJaYE56+z1eHfs2Gi+iSlPUbVOh5BUFG3o8MKM3pMyD\nKx6E2uMgLD74hp3HYX1nsO9BRjVCxT8FMbcGz76oTDh8NXhHYGR7wMhG/U509GyUmk+VKlXp1687\nPXt2p1q1akRERBRKoQgkBWV+zm8teqH5pPkLri4nuN1udu3axebNm9m3bx8bN25j+/Zkjh7dT2Rk\nSWy2cjgcpXG7EzGm2xcAD2FIIVmD4QKVjtaPEJqH6gKOYmRXF2DcFz05QVEZoC5Gljb4d23op9ZE\nqf5B2+RFBrALmAWkIUQMcEVO8ZQ122ApXwOao9SQfGscwDKEmI3WpxGiOlr3Ia/r1DSEOIDW0whN\nAdiFlJNRaj1C1EXrh4CZOf1nY01rdj9SvozWf6F1fwyzgpeQUqDUbyH6epFyLEqNxVBQeDnf+tHI\nqLWoKhsKdnXtgKMdEdRE25aElqZSLvAmQufvYOkQiL8eGvxQeB8TmTtgQ1tEZBt0+Zl5VomjZQJT\nAfatgbc7Qdu34Zr7Le1GbpiAXv0auuUfULIJ4o/S6Cm/QsMWgTtsXAmDb4JhX0Gr3qF34HEjX78Z\nTh5DDdsGUhL5n4d5rdfVPProo3mamjMlSqkCXPSMjAyflrMJpRTp6ek+Pe9QMANc01SkWNLqfxbF\nweqlgt1up3379rz44ov06tWLUqVK+YJVgNKlS5OamhowWO3WrRu9e1u4yQSBx+PhuuuuY9q0aRw5\ncoQdO3bQunVrqlSp4svmAXkCp4tdHW7C5XLRqNn1HKnyMmLv5+jTqxFd3kQ3fzjwg2Xxq7BsAmiJ\nqPkS+opHwBYkiHCnwR9Xgqc+0rYXpV2IEsPQcQ9BWIDK78xfEKfvRatdFPRw9wAriIiYTVjYHBIS\nIrn11i7ccktn2rRp49MhzB+Y5tcn9T+3FxNaaxwOB5DrKnMp4fV6OXToEHv27GHv3r2kpOxi69Yd\nbNmyBbv9DDExZRGiHFlZpfB6ywDlMDJlgXiLPyHEQbQehiH7ZAUepJwEtEAp/8x6bmBqsx1EqQNo\nfQ4hYhAiHqVKYgSRA7EaNBpIxchUDsYIbvPDiZHlTEHrbWidlhMMlwOOGBxObaXAyR/HMKbQx2MU\nJu3NyaIuy8miXg90I7CuqgchnkLrh4Fg2bytSPkZSm0DGmJwW0v69X8ArV/DoCgEQyZSvo9S0xGi\nCVqPJlcWLAPog6FO0DRI/0MI0RfYh9ZTg7RzgrwGKi2GqGa5ix3L4FgPkL0h3KIrFYC7NXjWIsp2\nQzeaY61PRhJs6AgxPaFcgH0duwnZ9Oq8VIDjO2BcC2j4OFw32tJuxKZ30StfhBaLoJSR5RSrWsAd\n3dDDA2zj0F64rQl0fwr6vBB6B0oh3xkA21ehHt0JETn31k1f0Tl7FrN/mF6gi5kB9Ze0MmWoSpYs\nWeDeY/Jd4+LiLKmqmAFuVFRUsaTV/y6Kg9VLAbfbTffu3enatSsjRhhZuzp16vDHH3/4jAI6duxI\nSkoK48aNA2DUqFGAQQN45ZVXCky/BINZeJKcnOybTk1OTmbjxo24XC5q1KhBzZo1GT58OA0bNvSR\n3x0Oxz+WhVu8eDEDBz9O1s3b4NgixNohULoaus/XULZ23saebMSkGmhPY6R3C0plQq2xUPnewNXA\nh6cikp9Ge44DPyNtr6PUTmyxnfHGPQFR7XKpB1ojT3ZCOyLQ+udCjlgDm7DZZqP1Z2h9jkqVatCg\nQX1atryGa665hoYNG1KpUqV/dBrefIjkz25cKDgcDnbv3s3x48fZs2cPyck72b59J/v27ePkySNE\nRpYgLKwMLldJnM4SQCLGufsRI7MWiBsaCAop3wWqo9StRTjCvcBXQAdsttM5gWmaX2BaDmOavQ55\ns6YrgcUYclZFkTZbAizHmGIPB/YjxE6E2IpSx3Oq6MticFsbkxuYm3zZEeTyUq3iU+AEQoSj9SmE\nuAqt+1rczgpgBoZuqzlLYVzbUn6KUnsxMsr3U/DlDYzs6m9ovZiCLxEaQxf2tZzA+WUCmwm8gJTh\nGFa0+fETcB9CNMvJABdSgCXuRsYnoMrlZEEzpsPJB8D2IoSPCt4vP7xLwNUDhBs6nAv+IuyPtFWw\n6WaI/xeUeTtwm8wFkHZHLhXg7BF4owlU6wE3hZaPAhBJH6KXPwPN50Nim9wVu99Eqm9Qs5PydkhP\nQ/RqjL6qJTwewFggP7RGTh2BXj4DPWxb3jqCM7spNb0jxw4EsgvOzYCabnjmzE4wbVW3243dbg/K\nd80Pf0kr06K1GP9TKA5WLza01txzzz0kJiby9tu5N7KLZRSgtaZ27dpUrFjRZxBQt25dqlevzh13\n3MHcuXN9lez+cDqdmHaZ/wRu7zeIJSeuxdNgNHhcsHIgHJ2PbD8K1W4U2PxuTrsWwDd9odpByPge\nefZltAhD13kLKvTJKzauFWJVM/S5+iC+yll2CHgCIX8HWwl0wpMQd7fBZXPvgSMNQc/HGpduJXAr\n8CqQRnj4HqKj9+Jy7cRmE9SqVZ/mza+hSZOGNGjQgLp1615SJydTkL+oBVdut5ujR49y+PBh39+e\nPQfYu/cghw8f5uTJYzidmSilkTKS8PCGfgFp6Zy/wA8UKZei9aocNyerD52zGBzJPhTsr+P8AAAg\nAElEQVTMXHoxipyOI8QJpDyM13scg3cajpEVrwXUo2BgGhhCTEEIjVI5FechkYmhDvA9Bu0gCyGi\ngUS0rotxLRX83eViFkLsQOuXKPycaIxs41/AxpxiKYkRdD9OUQ0IpXwJaJmj+boaKT9F66No3RJD\n1L/wcyXlQ2j9EFoP8lu6HSlfQOtDaD0EQwM2GMzs6nKMAB6MbOwwlPoJeAUjyx0Kh0C0hWq7kfYp\nqNTxYPsCwizSp7RGqPFo16vAi8jw91G1x0OFEPtO/R2SekHC05BYuEmAjwpQpRFiTDOIq4XuNc/S\n4Ymtk9F/jICms6HsDXlXutJgcXn48xiUzOFou93Ie26Acw7Um+st7UP+PBY9czz64Y1QOp8agdZE\njS/H1o2rqVKlSsD+/pJWDoeDmJiYQoNKs+LfqqSVGeAWS1r9T6I4WL3Y+PPPP2nXrh0NGzb0BZxj\nx46lRYsWl9wo4P333yczM5OhQ4cWWGd6OZ+vpNDfxaFDh2jWsi2OG9dDfM6N8uQK5Ir+6KgYdL9v\noXLuFKD8shv6qAtd5TejqCp1PCLtLYhMRNd5G8p0yc2Ypm+G1deDdzMIv4IVrYD3kGHvo7zHkAl3\noOJGILK+Q6RPR3m3Wzp2KYcAG1HqC7+lGjiDMaW8m9jYvUi5G4fjIOXKVSUqKpIWLZpSuXJZEhNL\nU6pUKRITEylVqhSlSxv/L1Wq1AV5eXC5XJw4cQKXy0VaWhqpqamcPXuW1NRUUlNTOX78NCdOnObU\nqdOkpKSglIfMzHNERZUkLKw0WifgcMTh8cRjTAOXyPk3FqNI6EPgLkLLNZlQSPk5WtvQOojtZkCs\nxeCU9gbOYLMdQ6kjOdnSSKSMxeuNw9BRrY7B0bQh5WdADIbblNVr24UQk4C2aN2hwDojG3oIm20/\nXu8BwJGTOY3HOCc3UtAWtTAopJwIXItS+QOsbCAFKZNQakvOZV0GrRthqAHsB6ZhaLcGE+MPhn3A\nmwhRFjiH1u2AQVh/iVhOrtGAGyknotQcDP3XZ7EmR/UcUsai1DxgI0LchhCRKPU9RTFqEPImtDyH\n0HZ02CKQFtUgdAbSexfasyJnRqUVMBJZ4k9U83XB+52aA1sHQKk3oKQFg4djNyEbVkIf247I1qh+\na63Zu26fBosfgSY/QbnAzwK58krUC+OhWz8jQ/r8EFi+CPXebggP/R2I3z9HTxkB9y2BKs0Cton/\nrgcfPzOg0PoJMwMKBKQA5IdZ8V8saVWMECgOVv+X4HA4aNeuHfPmzQuY3XM4HISFhV30KRb/wiP/\nzxMmvs2HP6fguO6X3MZKwdqHYf/XyJYPojq9DhExcPYAvFsPKi6A2Da5bU+NQmR8hoitjqr9DpQ2\n1sntD8HRlSjPlgBHBOiNCPk0Wq9BRFRDZ28HXgCeszCiMxj8xseAIO43PriAAwjxHFpL4DrCwzOJ\niMjEZssE7GidjtudgcuVQXh4JHFxJUlIKIndnkH58hXQ2uDFGtxYL16v8n3O5cx6cTqzyc524PE4\nCQ+PJDw8HpstFiNwi8HjiSI7OxKtYzB4hDFIuRKt09B6OFYF8oVYAfyekym1GlxnYGiMdsKoTveH\nwsikngJOYbMdR+tjKJWKcc+yIUQptC6PwdUMZY+ajRDvIUQblCqKiP4B4AsMXVEHNtsBlNqP1meR\nMhaIR6lKGJne6uRmNbcCMzFksIoSPJ7AyB4Px3gh2IqUm1BqX04gXBnDprV2gZ5GJtiFUs8SOiB3\nA39hs63A6/0rp3008AnWg9RcGBarVTEsZaug1KsYLwxWkY6RXR0CTAb6A2OLeBTrMfjCZyEyOag0\nVQGoHQh3V6PqXS0hl5ObBbZK0Hwd/8feeYfHUZ3f/3PvqMuyZLnKveBCC8XU0EwIGNNLDIRA6Dh0\n8iUBDCFAAgRCCR3TezHVdNtgDAYDptjG2Lj3bsuyra7Vzn1/f7yz0kq7qx0RkgA/nefZR9JqZufu\n7MzOmfee9xzabZe43rrnYe450PFeaH96uG1Vvg3rjsB23AZ3ytxwIQbzn4f3zoGdX4BuLTgFfDUS\nb7cs/NuexTx6K4z5B3L7bChOTC9MwJdvwr9+Cye+BINHpFzMfHQjfxi0gX/d1rLVWHl5OdFolMLC\nwrRT/DGp0ve1tPqx+km34QdHG1n9sWH8+PFceuml+L7P2Wef3WBh9UPhtttuw/M8zj67eQfxD19d\nbW20aF1dHbvuuR8bBt8PPZo1bWyeg/3kGMTVICOfhv4HYj+4Hj5/Atd7adNlXQTWnw8VY7EddscN\nvgNy+wbNVneBOY2UkBrgOoz3DOKXYe0vce4I4FcoKUq1X57BmMsRGUc478rvgPPRyM7k02p6qlUD\nlai/5GOq0eWEYBw27qdt9rdBSckdwHDCJx1VBWPaj/C2RIK1j2iAg4TraFZ8h+pXDwMq8Lx1OLcO\nkc1AJp6npFqkI9AL2AYoxNqngSjOJcueT4UVqH71dJp2xcejEq2KrsPz1gRV201AdmBbVUKjnCDd\nZ/wixqxFk6LSkZJYFX45qpUtAzLwvGJ8fzCwP40kKhUiGHMjcBwiyT43H5iL532K73+NRqsOQJuj\nOmLMtcFU/kFpthOPTRgzAZG3gvdwAWGjUhshwDQadb5Pknjz0hIqsfbvgZXV0VhvKuJdjHiXpV/V\nHweRU9HkrsSmKGOHYXrujBvUNAjArH4QWXAZdHoKCkI2vvplmHWHIvVz4PAXoX+6m1pg4csw/jTY\n6Snonma/bpwE342EfzwGfz4FrpkEg0L0Ocz9BP5+KBxxH+zawvciwJLJDP7ySmZO+yjl9SHmrZqd\nnU19fX1SS6tk67RZWrUhDdrI6o8Jvu8zePBg3n//fXr06MHuu+/O888/z7bbJusu/n6orKxk2LBh\nTJgwIWGKOdZolZWVFVoP1NyLNd4/FFofLTpx4kROHXUl1Yd8C16SpqAZf4EFd2F3PB53yC1w766Q\nfT50vjpx2Wg5rD8Lqt7BdhmOyxuCWfEQUr8WTPoKkjWH4dy0INd9DZCFtQfh3HB0ije+eiRYeyDO\n5QE3h9p32q0+FefuDrU8bECbcM5Au7PD4BuUAFyOVuvCYAF68W5NZbASuA0lVvHE2KGVs1JgE9Zu\nxJj1+P5GlIjHjrMuwaM3WqVswZaMauA+YGcgvYduIz4AvkZJVTWwFmPWYcwqnFuPOgjkAe2CRiit\n2lr7HJATmPeHreI4rL0TGIxzxzT7XwRYBSzH8xbj+ysA8Lz2gTPCWozp20wHGgaz0IapG1HtsEMd\nCD7FuWlBE1Yf1L+1OWH/Cm20uo+WjxNBNalv4NwsrC3BuaMxZiLGdMO5G1ox3plYew8iqwP5wYfo\nzUvYMIdJwMVYW4Rzt6M3NO+AuROy14BJUeUXH+tG4+ofAPkXaoeVDB+DdxTsvxE8JVF2xa24xX+D\nLq9B/q/DDbN+MWbNrzBSgvM74W1biD88sau+CRa/Ae/8Fn7xGPQIaYf2QaHq/c99EIaFiL1d/i1c\nvQ/sOxqGJdoaJqCukoxburJi6aKknt3Q6K1aUFCQ0tIqGb6vpVVGRkZD7GsbYf1Zo42s/pjw2Wef\ncf311zN+/HiABGeAHwo33HADxcXFnHpq4sUwGo0SiUQS7I7CBAQ0r5RCY7wohI8WHXHkb5i6dT/8\n7VJ8gVauwH58JK56FWx3PObbsUjvlZCRonM7ugGz7vdI1RRwNcCxYF5Nvmw8ZCU6xXsvWu2ZCryK\n583B99dhTEeMGR5YI+2PTlvvjV7wk0wdJqAGrUQdAowMsTwYMx54AZEbCDtla+0TwCqcC1Ftalhn\nHPAdzv2J9AQtRki/RLWLu+J5W3FuAyJbUd1oLpCLc+2Bbiix6ANYjHkUyEfklNDjU7L3JHASqbWy\n9agmcxmwBs+rxPfLgXqMyQk0roVoZXsg0D3Fe40EMoI9ca41Jvhl6LFzNJCBtcsQWYzIpoAUFwbT\n57+gaXW9Ek3hOo7Ulk7JYcyDgGDMADRgwCHSE9XQJsoH4mHtv4AeOPfHJP+tQROw3kClKtuh+z5G\nWsqBK9Eblp3SjPI7rL0P5xYC+6KxqVnAHVhbgXNv0bKUoRRrr8S5D9Gp/6Zk09rDcd5NkHFG4qqy\nCRs9FtxCnBtPuvPUZvbHDbwRSk7FLP0rrLgb6ToRcsO5s1DzGawdAYwA+zy46WD3hfM2QUaKKuLS\nd+CtkbDDA9ArBOkE2PIVTNsfdj4ErhiXfvkNy+Dy3WD7k+DIe8NtY9kn8Nivef6ZJxgxYkRSKVlF\nRQWZmZnk5OQgIlRUVOB5XtKm3uZos7RqQwtoI6s/Jrz88stMmDCBhx9+GIBnnnmGadOmcc899/yg\n29m6dSsHH3wwEyZMSKigOucatKuxv2Mk9T8ZLRrvT7pkyRL2PeBgZJebkYF/SK3tmnsX5tu/InXl\n0O5A6PVBy288shSz7hSk+msMQwPfzqPBpNY7GnMbhtuDC2P8+4kA7wJvYe0inIvZBlVhTASRR4BO\npCd609BGlLvRCMx0cEGndVbgkRkGKm1QveMhIdeJYsytiPRF9YTVqI60DCjD80qBUpzbhEglSsZy\n0HuXGpSw9EYtlNLZP5WjTVr7AfuEHB8Y8wUwOdgP62kkpRU4V41kVkMXo3LWqIXqdlC2F6b+u8AL\nsjXNXWtQ/epvSZ0qVQPMR6uZG4BKnKsAMtBo1m6ojGBHWtbYQmMK15/QKmkqONRvdRGeNx/fX4Ie\nc/lopOlOhG8qK0ebtK6kMTp2Nda+g3OTAwuqYaisJNlx/QzGLETkaZLrnRdh7f049y2wByqDiSds\nEYw5Izh3Dkiyfsz27Cqs7Ydzd5D8nHkKY19FspY1dQZx0yFyGNb0xbn3CCfX+Qu2YDwU74+seRbp\nNgWyQ6Z+Vb4I688ALgevMcjAZvTC/ep2GHxC4jrL34M3j4Vt74Q+iVKtpNg0Bb44HDJ3wHapwt2R\nQpcfw9aNmMuHIl33gJNfDreNFZ/D4wdj8/vw10tOYNSocxsqmjHEvFULCwsbvvudc1RUVDRYWqVD\nay2t4h0I2iytftZoI6s/JrzyyiuMHz/+P05WAS677DKKiopo37498+fPZ+jQoRx++OHEf/bNI1S/\nDylNFi0a+11Empjlx5vmX3DhJTz59AuY/O7IXo9C1xSay9oyzJQjkQ3ToOgC6HwteC1HbNoNF+LK\nnsGa9jhXivWOxPlnAb9KTLiSKMZsF1j5tGRNU4n6Qk5EtZh1aIWrI9b2QKRPUEXrgVbwehAjLGof\ntATnbmlx3I1Yj9oUnUX4uMz5wAPA/9F0aj+CkpRytOmpHGPKsXYLzq0MNJugFdBsrM3FuRxE2qPT\n9iVolTRGvvygUprbymnsJcDzqKY0VXNOLVopXY7qSivx/QqUsGXheV1xrgSRLpBVDYM+gd9UNa4+\nCVibDyuGQ2QiWlU7rBVj/Bydqg5kBFlTodNCyK7TMdQDLgNT1h2pHYwmbnUD3sKYTYicT+samJ7D\nmM2I/JFG8udQXe0iPG8evr8UYzyMKcK5Pmgldgs6pX85+hm1Bm+hUomzsPZNnFscSBJGoprhluAw\n5rJAtxwfcLACa8fg3BeodONikvu2AjyMMQsQ+ZCm16cVWHsJIt8h8ida/twcxh6KZDwMXmCb5T8K\nkYtRz9hb07yPeGwC2w/jtUNKvoCsfulXEcFsvQUpuwF4GOxvm/7fPwev9zL8495r+vzKyTDuCBhy\nK/RLdGxJig3j4avj9Xuvw/mwqDOMWQZFKdLeaiowV+0NGcXIWVOSL9Mcq76CR38FQy6DDr9gLzeG\n9955hcrKSgoKChoKG6m8VeMJZRh3k+9radVGWH/WaCOrPyZ8/vnnXHfddQ0ygH/84x9Ya//tJqvp\n06czZcqUJkEBtbW1dOjQgb333ptBgwYxbNiwJvZa9fX1ZGRkkJWV1fCFkY6UxksD4tOc4iNb44lp\nS9GiNTU1DNluV0prB0D1l9geh+B2uxvyUhCZGaNh7r3gfGzxWbgOV0BmisYlvxwW9wP/WnTa/kaM\n+RSReqw9FedOB3aJCwv4HJ1GfYtwXc5foFOb/0B1povQi20pOoVahUgVkIO13YAinPsarSrugBKa\nLFTPmZXi7w+C5pYr0eaZWpQgR4KfTR/G1CHyBToF3hmoCCqiSvSszcKYLESycC4HrYYWAzUYMxOR\ni2k5gz4esUrp/mg1NySyX4WOsyG7CKiAeg+cYMoyoS6KSARj2mFtF5zrhkhntDnodSSjCAoOhcKt\n+qifAiM3J27jA6A6F/qXQN1SqBsAdd2hLjvJIxPqKqBuDdRtwLIF57bo/s7ytcA60m987UmoIuHL\nDrBwBERiJvgOa+8DegW2VGErnQ5r70BkW0S6NFROlZwWBuR0V5Ifky9gTBkifyacq0MNMA/P+zZw\nCPDQ6udI0leB4/EZ8CxaAa1EY1o/xJjtEbmE9LMHUYw5E5Hb0GQtH2MeRuQWNAHrFsIdh3divBlI\n5ldYdwFS/xKagHVkK97L1xgzEpEyTPtjkS7PpF9FothNo5Dy1xAmgE3i1exWgdkGzlkFuYHx/qqP\nYdwIGHgDDLg0cZ1kWPMSzDwDut4BHc8FwFs+EP93V8KvkzQf1tdhr/81bNmCO/+bcLZZa2bAI8Ng\n4IWwy41QW0rO2wMo3bAG3/epqalpIJVbt24lNzc3KSGNTfHHk9uW0FpLq7q6OqqqqsjOzqaoqKjN\nIeDnhzay+mNCNBpl8ODBTJo0ie7du7PHHnv8IA1WjzzyCDNnzmwICBgyZAjdunXjuOOOY9CgQVx9\n9dUJmlPf96mqqkowk09VJW0eLdq8Uvp98M4773DaOVdT3X8SZvFvkaoZmB2vQra9LLH5yq+FcQOg\ndjjWzsb53+IVHY/f4S+QPSTxxctfxKwbhfiLaLwYT0Q1d7Mwpgg4R3WUpi/WngXyOc6F0IMB1l4B\nzMK5FIk2OLRCOA+tKqq20pjOwTXEAQ4RP+53B/jBT4ea3QNkBQTGQ22d9Kf6mHqIZADZwWMxOkV8\nEFr5K6JlqYJg7bNAOWqQHxaL0WafM0nulelQje9SYDVkr4ZtNsPIuK+XBvKXD6v2gPa9obAS2pc3\nktL25VC4BbJroDwHyrvC1kJYugyOKU/c7GRgfRewB0D2EsieCdm76vrZmyC7Uiul2X7wALINZAv4\nFuqyoM7BtEjy4t4HqHHEQwNgTXxluQJj7gMOQSRFhjvlwFxgCZ63CecqEKlGb1By0ECDVOS0OaKB\nBnUvnEvWeS7ojdTswL91JRr/2jPYzuuoHCBEJbEZjBmNSC6wBmMGBiQ1RaUvKcZizIeIPIkxFwEb\n0ZjW1rgE1IM5BCjGGglkPGHttHysvQXn/ok6b5wI5jjou6rlWRtXjl13FNQtwsnnYFO5fID1BuH2\nuRR2Oh/WfAavHgIDroaBIfsTVj4G314E3R+DorgGrNXn4/VaiP/XZlVb57C3HQ8LZ+AumtcYo9oS\n1n0LD+8H/c+Gobc1PF3w3g6Mf+Uhhg4dSk1NDZFIhLy8PCorK1v0Vo1EIlRXV4eqmLbW0so5x5Yt\nW/A8j4KCgjZLq58f2sjqjw3vvvtug3XVWWedxejRIbo0vyd83+eYY47hnHPO4de/btrZKiLU1dVR\nV1dHZmZmk8ppsippPNn9IXHYkSP5ZMm++CWjYcsk7PIzERyy10PQo5kn4Op3YcpJ4C0HNmH8cxH/\nM2zBgbji6yA3rsohgl15AK66PchLzbbqgMeDqtACrB2Ccyegus9rUQ1nOmxFq7G/JdxUs2DtDYHH\n6eUhlgftsL8ObXQJ6w6wFtXH/o7wJv41wTo7El7zCtZOxrmv0CnhlcBaPE8JmHPVgMXaThjTFb/r\nCji3LPFFYuRvggfbd1MiurUQyts3/b2qDOQZtBI4CLo/DecuTv56i4pgTXEgI9iKfqUZrFVZgzoB\nxB6xxhCBzPqAyFZBx4fhZD/x9Sejjl8TMqDr9rC2BNZ100fdKmAsSuAz0BuV5XjeFpyrDCr7HTGm\nB77fHZUQdAVmBAO/kHC65hhWo4b9F6Cksx7Vjc7GuW+AOqztiHOD0Uan+Onb1zBmMSI3Ek66sBX4\nHGM+QqQUPYf+TKsq6w1Yh8pV6tGbqmtpXTJXDcY8HlRSO6K2ZeE8g9UD+SSMWYlzY4ilatmMQ5Ci\nM5GiFGQyuko7/l2Oyh1sGjLoX4vt/DruoEfg5QOh359hcMsJWDGYpXchc/8CvV6EgmbfgXWLYen2\n8GQZZAc34SLYh85DPh+HXDQP8tLZoAEbvoMH94E+p8IeTd1Ksqefx/Wn9uPSSy9BRKiqqiIajZKZ\nmZm2kSpGbn9oS6uamhqi0SjGGESkzdLq54c2svr/M0SE7777juOPP54TTzyRVatWMX/+fEaPHs2u\nu+6K53kNmtOcnJz/KClNhWXLlrHbHvtTM3g6ZAdZ8iuvw6z/F6bLnrjdH4CCRtJlJx+BrK9GMoJm\nK7cBoueBTMTm7oAr/ptazhgDkYWwZGeQ8UDy1BbVot6O570cJBVlAaPQi9gOpNbeAYzHmKsR0QSl\n9NgM/AE1RQ/baPQxxryCyFWEaxgBY6YA77fSxH8VSnx+R2LuvI82IK1AbZc2Y201ztUiUgtYPK83\nIl0DItgpeAQXtoJy6PM4/CbJtH2M/D3eB5Yn6e5u8r6mIzIBOBmy5sCg6fCbaOMC7wNrwazuBnX9\nAxlBJ6ydAmzBufMIbU3V/XE4d3ni8zFy/WRP6LATlCyGkjXQpQIqrN4rrAXWCWZ9N6jqg0gJSkw7\nkopUGTMW2BQ0k4XV5PnodPxyrO2BcwsDf9Vu6PG+YwvvN5aotSfOpXKqqAWmY+0UnFuCtZ1wbnfU\n1u25QKf7rxa20RwLsfYlnJuOylBq0SbGsDIEB7wN/AsNUbgEjUF+HSXj6fA8cAHG7IHIGJru53Hg\n3QR91yTq2utmwJqDMbIXwhvhptddNZhOYD3oczFse2P6dUSwi27ALboVer/TGIbSDHZZD9wFY2B3\nlTzYl65H3rwLOX8mFPVOv52N8+HBX0KvkbDnmMT/LxvLAdnPMOEtbc6KVTWzsrIS9KqJb0F+cEsr\nEWHr1q20a9cOz/OaOBC0WVr9bNBGVv9/w5gxY5g2bRpz585l7ty5ZGdn07t3b3Jychg+fDjbb789\ne+65Z8N0TuzLxVobyrD5P4G//f0f3PPUHKr7xNlNRcsxi05Eyj/CbHsJssNfIDMfqlbCG0PAvgle\nXIa2q4bopRhehoyuSKe/QcFxmE3XYjY/h4vOCTGSlWjU57Lgor8ZY7pg7c74/m5odXMIjQRQsPYs\nRCoQ+XvId/shxjyIyE2Eu0gL1t6NSDUiF4TchmDtg6iJf8iOY3yMeQ+Rr1Gx5mY8rxrnagJCmhVU\nBTvj+51RvWtHlEA/hFqAxU1HF22GbefCdt9Bp1KtRB5TmbjZlNPqDp3GXgKswtrNQDUammCAdpic\nAqRjGeTXgW+gqgOUHRSnJY0hgjGPYkw+GskaAlkLYOCbMLKi8bn30R6kLy0szIRIPRoo0BExXZHi\nXCgRKFkG3dZCSaZqY2PV17Ul+ihvT+J3s8Pae3GZRdDRQmYU6jOgdG+IDA72Rynavb8KWIZzpRiT\njUg0+BzOpXWJWmtR7XG8HMAH5uB5H+P73wTSge3RcIF4ohLFmOuAkxFpuRkKvsTaF3FuFXr+nAIU\nY+3ViBwa8riegTE3AWWInE7jsXZb0Cz4cQvrbsXaUYi8j8j1qItCIoy3J9L5fmgXZ9Bf9Q6sOwHM\nOWBTSX6SQMaCOx067Qd7TQyxvGDn/QlZ/hjSZzLk7px62WXHYIcW4i56EjNxDPLk5XDWFOjewjox\nbFoEY/aCkqPgl48lX6Z6LXkTtqd0w2qstQ3T+wA5OTlpu/5ba2kVa9BKZWkVmwFs315dR2IENzs7\nm/z8/DZLq58H2sjq/2+4//77yczMbNCvduyotjjPPvss48eP54EHHkjQ+sT0Q9nZ2T9IVn1rUVtb\ny3Y77Mb6wvuhQ7Nkq4ovsUtPxkW3wB73QZ+RmDk3Y757AMeyxCqHi4J/LYaHwWQhxZdD6Q3gjyJc\ntOpitPHkNtS3cirwKZ63qMHGydo+wG44tws6jXs+Oq0ZxptRsPZ6RCqD5pgwKEejYQ8j/LRrBZpU\nNQyt4kbRqdwtwWMznleGyKagqagarTQZlGDsi5LRjigxjat6ZC2ATtPiCNUgiLwPnYfBtlElqe3L\nYd4QmLstLO0H3hIY+G7TpqgY+fsiHxb1hUgEzyuPkxF4jTICvwtKxDpi7dvA1tZVSqkExqBkKVms\nZR1aOV4JrMfaclzmVuhYo3pWgPpMcO2gdDBEdqSRrDeHYO3LCGuQwpOhZAOUrIVu6/SnkabkdW0J\nbO4AmbNg4LimlryvGiiz4HwozcTzC/H9YqA/6nbQHqjGmHuAQxHZK+T+iGEcxixC5BysnYZzn6Lh\nAv3R461bC+vOBJ5DY1ybyxfqgEkY8zIQQWR39I3FV88WAbejLhuptrMaa2/HuS9R2c15NJUM1AIn\nozZgyRxFPgFOCqrCT9PoG5sMf8fmfIPr+RUApvxeZOMVYP4FNqSeW6JYcxku+hhwImS9AYesa2qx\nlbCOw84ehax5DenzGeSksk4LUPEBbDgOzn8E7jkdTn4dtgmRTFa2FMbsCV0PgX1abiZrN34Qk995\njh133JHKysqGmO6WSGU84j1S/11Lq2SNXTGCm5eXR25ubptDwE8fbWS1DQoR4dJLL6V///6cc05i\nZGas4So/Pz+U/90PjfHjx3PqWVdQPXg22CTTQWvvxqy5DlM4GLfH/ZiPjkNqT4TMFGlSzoF/D5bb\ncNFVYPJBpqI+mC3DmJsx5iGce5FEMlSGzl1/geetwvc3oUQoB2t3ADriXDGaElSEkomi4O/84PXK\n0IvuyUBYcjEdTZ26InhNQQlBVfCobPjdmColW24patqfESybhbXZaFpTLkowOoXG3WQAACAASURB\nVKMNUj1QIlGDVtu2JakWN28y9JwKJVHltAOA2TnQy0DfGpj7C5i7K6zoDRK/76KBFdRMbXKiPrCC\nAkotpr47xnTHuS6ohCBeT9ockTj7rNND7j/QSuIjaBUxE2u3YkwNvl8T7J98PK8TIl1wLkbSO2LM\nd8AniJxLy2QnHvUY8xiQ3WyMAgUVAXldDSVLlczm1MMk16Q43YBY9fml5i4E8VgIvIgeV+kajYRY\n85u1C3FuPmAwpg8iB5MuXCAemuLVDediWs8tGPMWIm9hbT7O/RolmcnJmp5rvXGu+XlcibWP4tzY\nwGlgNKkjaZNVV+ux9lqcux+1gPu/EO+mBuwe0P1DbNXTuK2PA6+B/VXaNQGQ9Rg5GsPKwOd1ICaz\nBBn6PHROkcTmothvTkE2foj0/QqyUjdtNcHiDlBfC8c8Ajv/Lv3yW1bAA3tApwNgv7FpF8/9+ixu\nOmdHRo0a1cRbtTU+qT+EpVU0GqWyspLCwsKE6mlsLO3atSMnJyd0KmMbfpRoI6ttaER9fT0jRoxg\n9OjR7L13YudtLEqvXbt2/5NOyyOPPpEpi/YkWvKX5Au4Wlh0Kmx5GwqHQPlC8BaDTeM1GR0L0T9q\nuo0diMjxiByJVqaSnSMRjNkFkd2AS0KMfDmafb4FLRWWY21NYCcVQUR/anUzD2MKAmureqwdFDho\n+eipF+8M0PTh3BpU8xgjnwbIxJhMrM0EMnEuE5EclOi1x5hNwIrAmips1Xwdql89liYJQFkLYMiL\ncFycTjTW0f9RD8zyvoibidoHNTZcOVeNSA2Qi+fFbKlildJirH0e8HHubFpXKX0QrTAeG/d8TD6w\nDO1WL8PammAMdWglNBJs+xc0yhmKSN3kI1g7HpE5gZdqWI1lrJrbH9UBrwI2BvKK2Hhy8bxOuJyO\nSM+F8NuKxJeJ6XohiVwiHu9gzHxE/o+mFd+Yd+tSPG9hECwAGgLQHSXvb6MepeGJqqICDRo4A2vn\n49zHWNs1sPBKl3QFes5che6nHdDz4HXgbqwtxrnLSX+DWYc2Or6G2qktxJgTMGYzzj2KVtPD4lSw\n32BMHiJTwYZsUpTPwT8CY7ZFZDyN59pv8bpH8YcmcRnx67DTj0M2f4P0nwkZncJta8sLsPr3MHgE\nnPJ6+uW3roYxe2CK9kAOeC3cNhY/wVD3JJPGj0vwVq2rq2tiadUSYoTy+1paxaq6qaqzsbG0a9eO\n3NzcNoeAny7ayGobmmLdunUceeSRjB07lm7dEqfeampqcM6Rl5f3X9cBLV++nJ122Zv6Aa9CYQvV\njOq52MUn4CrngDcAMr9pMaUKAFkNtYOBYVi7DOeWA3lYewzOHY1OlceTuWlometxwlnirEC7wC9D\nq5LJUINW99ajla3P0aarXVCSFnt46Lkb+z3+7wko+TmScH6UPsaMAdoj8tu0SzdiJtr8ch4NFa3u\nT8G5SxIX/QBYkYFZnhWQUou1vRHpHjQ5xR6pyHINxjwEdEXkpJDjq0a76N8DivC8zEBfW4PKBzpi\nTJdAX6vyASWmWcAcdOp5JKnTqprDYe3LwFqcu4DEqWgl57ABY7ZgbW1cA5oDMvG8AYGcIdaA1pEm\nTT4tORzETodx7WHjCbCme7PKtcLaB4FinDuAxsrpcozJCLxbe6PG/c0bcaagkperabmpMAYBVmHM\nt4h8hN6I9QN+T3gLqRgewdpNOHcJxvwD9So+B63IhsXtWLsJkTMCec2BwF2Ev/kBtbb7M1AFdg7Y\nEMRdBMMDiP9n4CKguXZ9Kdid4OBVkBWXVBatwn45AqpW4frOgowQ+1wEs+lmZP1NYE+FnFfgynWN\nftHJUL5WiWr7nZBhb6XfBkD1WszEfcmMlrF8ydykldHW+KS2htzGW1rl5ORQUVHRol1WbCz19fVt\nllY/bbSR1TYkYurUqVxzzTW8+uqrCV9CMauSlu5m/5M444yzefHl17EFu+H63An5u6ReeMNTsOQc\nEA+bdTbOXAg2dRXG+HdD9AbEfYRexN5DzdUXIFKJ5x2E7x+H2jcVY+0FwMc490SosRvzLMaMxbk7\nCXeR3IJeHI8gvBxgGVqFOpvwpGALcA968U9iYp4C1r6FcwuAX8E2s6HLouTOVpOBhV1gzbFAQTD9\n3aUVxDM2xofQame8bnkzqiNeiTGbsLYqmLaPYEx7jOmCc0tRAj8MJYDpK5/GfI3I2yi5Sjf1GkUr\nkytR5mgxphBjlJCqniEfa4sxphO+HyPGHYLHeuBp4CgaY06TIGtBal1v3+Dvl4vggAzIqYV5A2F+\nASytAX9jYNUVC4KwgW1VP/RmKL0PqrUPAe1wbhSpZhxgAdZ+i3PfYIwAnRDZCWunAb/AuVPSbqcp\n6oGvgKfQc+Zw9NhuLeGYjVZos1C9eWuI7jqsHY3I14ichbUTwR6K4/aWV5MarDkb8d9B5Fkg+VS/\nzdweN/hC6HexPlG/BfP5QZhIDa7f9PQ2WKBa2LWjkC2vIVkTwA6FaAc46wPoMTT5OpXrMQ/sCXmD\nkYMmpN8GQOVymPBLTO4O5LllvDb2Xvbbb78Eshi7TgChfFK/j6UVQGZmJnl5LZ/PsbGISEPKVVvD\n1U8ObWT154CXXnqJ6667jnnz5vHll1+y6667/tuvef/99zN79mxuvfXWhBPbOUdlZeX/RLheV1fH\n9jvswdoN2eCWYouH43rdCjnJp+PMunuQFX8FNxhkFjZjF5y9DOxRSaJVfUz9Tog/GGiukZuHeq9+\nhXPrsXYHnDsEbQC5EDie9PCDdJ4S1KIqDL4IEnyuAApCrWHtROBTnLuM8P6U81BN4ygSs+jrUClD\nY3MR1OBcDXSMwHADHTPg3Ww4JUlH/3MZsOyEOC3lFnSKfldSXcATsQmtZn8BFGGtBE1WDmOKsbYk\nqEo2ygcabaAWoalKRwbbDAdrP0HkQ0TOJFYpVGK5Cc+rQqQ2kHDUoV3/RQEZXYMSt+PRfdme9D6f\nc1CbqZNo0f821ryWXQ6Zm+GX0Uai+mI2LGqP5zv8DpUwOAKDLXQRWFQM8/vBwh2g1kdtmn5H+gjV\neNRizB3A4YjEmpW2ou4AM/H9RYEOtQRt9IuvPG5CK5l/JJyUYCXWfoRzU7E2J9B5b0A/x9Ykas0P\ntK1z0fOnGJ0RCENWfIx5BpF/YswQRG5GP8uZwP+BtwZMYfJVZRlGDsMQCQIJWroZuB2T/yhy4AKI\nlGI+2x8j+bg+n4MNcf76FdiVR0HNAlz2tIYwAlO3D2bPX+IOTRIvW1WKeXAvyOqF/Hpy+m0AlC+A\nCfti2u2DbPsaWSsu5MrTOnPVVcm9Z2OksrWEMoylle/7DY1VYVxqmjsQtFla/eTQRlZ/Dpg3bx7W\nWkaNGsXtt9/+g5BVEeHMM89kn3324eSTT074fzQapbq6+n/ScPXBBx9wwkkXUpM7GVN5LhKZiu1y\nCq7H3yCrmXRBfMysXyDVe6KZ4Fdj7Tic1GMyL0TsKDDdG5d3M6BuX5Q4pLqQbwaewtpJOLcCnQLe\nAZHBiPRFp1B7k5xcLkG1f6NbeP2msPYeYA3OhYxhxGHM3WiDUUgrJuow5jVgKSK9sLYcY6rx/Vq0\nSpmPtXHNRTkFsP9C2Pk7+MSHaUPB659Y+Xs1AxbtA9UHNtveauAJtFIWb6lTgTYDLceYUoypCuyo\nBGs7I9IZkbmoT+g+aGNamIvOXJSMj6SJzrYBkWBMK4F1DVpWrUSqVjhWGXWuEyLFNK2Oxt+0VaNp\nVQWIJIm9TAFjvgh8Yk+naerXlmBs64FSjCnH2lr8jCp1I8hEA5vKeiC129Aoq+gIZEB+JQyer4++\ny2BVT5iXDfMXQ/kFJN6ctIQZwJvA/hgzG5FSPK8Y3++P6kFbeq3xwfo307TrP4ZqNFhgEiKbMKY3\nIocT06RaewOayHVeiHHOxdrHcG4eenydDeRgzPloZOuhLa/OPIz5P2ADGmnc1EnA2pMQMwoxSYia\nmwhuJMYMQyRZE2ZzRCGjG+zyNGbOxeD1QXpPDufXWr8as+wgjJ+Jy5oGNo4U1j8LmX+CK9Y0lQJU\nl2Ee3BsyOiMHTQm3nc2zYOIw6HAUDHpCn9v0OkML7mLqR++mXC2MT2oMMUKZkZGRltzW1tYSiUTw\nfT+U+0D8WLKzs8nLyyMzM7ONsP500EZWf0448MADfzCyCjo1c8ghh/DPf/6TnXZKbIaIRCLU1dWF\nuhP+oXHCiaczceo21OfcBNH52IpTcZE5mO4XIyVXQkZcxaPya5izP7gvadQgvoL1/oHzF2Azf40z\nfwR7IBiD9S+B6Ns4l/pLuBFRjDkXkdlAbzxvc5BGVIE6APQCBuBcf6AP0CewVnoL524n3HRmFap1\n3R9N9AmDzSg5PxxtTNmKWlypPZXnqT2Vc1uCsbrAk9Oh3wsB8cgqh05zIdMPbKh2hx0r4cDJMH8w\nfPArqCpHtbtHQVZ2M9uqPVN0p0fQOeyvgC54XgTfr0aJcTHWdsf3S9CKVBeaktL4KmRrGn5moBZG\nOwKRoNs/Fl6gzVWNWtYuKBnthLXTgyng8wnvU1oZENbiNI4EW1EJwQa0+jgXvXFoB9QHmlYwpgBr\nixEpxrkOqE449rMOrVTvRtrp7aw6GLBYieug2cqD5+0L83eE9V1pek1YH4xnWZOULZ1Kj6VL7Uv4\nxjyw9nZgB5yLNYE5YB7WfohzM7G2A87tiVbcm1cV1wL/RCUrqWJgvwsqqQtRknoOTSuxr2LMJ4GO\nNlnVshZr7wqkPcNQS7hky70P3A7eWjABCROH5Qac/080jOCilPshAWZ/kGmYwhFI77fDrVMzC5Yd\nhLG7I5lvJbHpcyoFOPtD6B7IpWq2YB7aB0MB7uBPwxHV0i/g/YOh8+kw4K7G56NbyZrek/XrVrZY\n3Uznk9p0yOktrWIhADGP1rDuA/FjabO0+smhjaz+nPBDk1XQBKkTTjiBV199leLiRFue/1XD1dq1\na/nFTntRnfcxZATdvJHPsJVn4aKrMD2vQbpd1KD3ssv+ABs/wUVnNHul1cCfMWYSmALE+yN4v4G6\nXUDOQm1t0mEDMByd2o/5nDq0ivotsBhr1wMVOFeJEjUf6IDn9UY7s7MRyUYkB5EstPKUGfzMAhYA\nH6GhBB5KUOrQqdlarK1BG7Rqg+np2sCWSlBNZQ7WZmNMNr6fg05nFqNEsAQlPhYltA8Ae0KeJNpQ\nzbfQoSPMOBbWxlWkmYN2aZ9F0ynPWKf5ImBlQHp0Ct2YdohkoMT6KJSAFBOOwE8H3kI1pX2b/a86\n2N5yYD2eV9XEcUD3fw+UxMd7xaa6cMW6/aehCVJhcu6jwFLgSXRfdwMqsFY/t0YHCDAmP9C4dsC5\nouBzm4fG+vYJxpzu3IpFqx5EOD9fwEYxfe5DBgsMjuqY52VhFjhkeR04sLYr0DOY2i9B95XB2jFA\nV5z7XYixxSMmBzgDY9YhMhljfES2QWN50+3bxzCmApF7mm13dkBSFwND0WbGZNU5h7UXBRKZ5g2F\nUzHmMozJxLmbSOcyYO2xOHO9BgLIViwnIe4rRN4MxhAGgjH3B9Vbge1KwQsh96mYCCuOB+9MyLkr\n5WKmbm/Ya39k+C1QW455eF+Mn4U75ItwRHX9R/DB4VDyR+ibGGxSsOCXPP3gFRx6aMuV6h/S0ioS\niTQ0ZBljklpahRlLm6XVTwptZPWngoMPPph169YlPH/TTTdx5JEaq/efIKsAEydO5M4772Ts2LEJ\nXzT/y4are++9n+v/8Q7VOZOaTnPVvI6tvgQnVdD7Zuh8GvhVMKMfRG9Aqy3N4YAxWO9enL86kAZs\nAJmMko10eBFjbkVjGtNVmjYBnwHPANujF9U6lESphZUxUYxxqG7OR8SpRpQInlcIeIhk4JyHEtoc\nlNTkBq+XD+RjzAw05/xCwjelLIesp9TR5zi/8emYDdXE5PZIxoxHZAYwEGs30ZgoZbG2C9AD57qi\nhKSx+9+Yx1GSfS7Jp4dTYRLwMbANxlQGkoFYc1VRoGONr852BrIxZhoi41CykkwSkAyCtRMR+QxN\n/TLEuvthU8PUvEgdzsVuJLIwphCRWFPTfjR66xYGP3NI/B4WrH0DkW8Q+QOJhvqpENPmNrMUww/G\nuaZhvNZWNTSAKWkWbPcS3EAPhpRDYS0sGKzBDYsHQH3zYzoWNHAIImGCKCpQ94ElOPc1Shq74NzB\naFNf2GMzikYYn4dWX78NSOqS4HXOJH3s8IfAC8Cn6PlShrXX49z7aNTxqJBjeR5jXkHsOxh3GMZ0\nxLnJhHNLANV//z74nO/AZlyL63IFdGxZ5mA2P4ys+SNk/BOyz295E5GnMFmjkT/OwzxyAKbO4Q6d\nHo6orn4XpvwGel4HvZIHlNiVf+Xs4WXccfstaUlfa0hlS5ZWsan8eFlBa9wHoM3S6ieINrL6c8J/\niqyKCLfccgtbtmzhmmuu+dE0XEWjUXYduj+LS/8MuUmMr6sewtRcC1420udOcLWYJecj/lJabtKY\nDeZKkI8Bg+cdjO/vgyZXdU+xjqiOTTzUoDw9rB2LyHuIXEu4i3UEY24KqlBHhdqGms/fi0h3wjWB\nBeh+D5y7KfH5D4DlvWD5XqjzwDo8rwrfV19YrfoKag0UI6btaLn65gJLpVycO53EaddYlXIRsBrP\nq4jbXnvUr3RntFLalabNVanwNSol+A2Jfp8OtQ5biVYstZNepDZo6oppWDtiTGxqvhglorHp+UIa\nK7XlGHMXxuS2IlVLsPZ1RGYFxCyZ4b1DSWBp8NiCVuA3YExxcJMTawDLxNpCjCnGuY6IxCQERSiB\nfwSRXsH+AAq3qFRgyDzosRqW9VXiumAQVMXI2BLIehY6dYfMjED2sQ9EtkWr5UvxvMU4txCRKjSa\ntROwHdZ+jlZszwyxL5rjE+B1rO0dWMztDpxBepLaCGv/iMjJiPQArsXaXjj3T9QyLCyiqMymFo2I\nfaAV674DnBY0bj2Gfh89iMl+ERm4KLndlAh242jcxvsh+yXIGJ5+M85BfRGmfQnGZeJGzAzXtLX8\nZZh6GvT7F5S0kM619RP611zE1Cnvhqqa/ruWVqlCAOItrcK4D0CjA0GswtpGWH/UaCOrPycceOCB\n3HbbbQwdGnYKKjycc5x44omMHDmSI45IjKOMNVz9twMDvvjiCw47/GRqCuaCTdKZ6xxU3YCpvQuy\neyJ1qzBub8SFMb9ejVY+e+J5Nfj+RtSCaC+c2xe9SPai8TxagXacX45aLKVDFGP+hEg3IJWRe3Os\nAv6FTn+n0u01x0b0QnokLVojxaPP43DG8sTnJwMLwawtxNpuQeUy1oVfjMoS7sOYnQK3hLCIYu19\nQTLUNsCKIO411mCVj+d1x/d7oTcM3dEpaYu1kxD5IPDe7Bt6e+pJ+yFQgjE2CAeoJebFakyHoPrX\nFZFG71NtLHoT7aZvwTqtCaox5l6MieLcRSTXQQqqT96IpphtRr12a4CueJ4PRHCuPqiG1qPHXh7W\ntsOYAqA9vg/wDXAAevwWkr7aX4YeI7uRoIvOqYGBC5W4DlgMG7oocZ2fBd0mwcjaxmVfzoDSqBbI\no5mwsRtEfol6C8e/50qMuQuRE9GbwHSIoNrWr3Hum+C5IlTD2toZHYf66L6GBnBcTPJosJbwRTCT\nsgE99hcRTg5RjbWX4dxY4E/AaU3GZbxdkT5vQn6zaFhXh11zClLxEZL1EXipvJqbwa2C2u0htwiO\nXhyOqC5+HL64EAY8Al3SeC+7erK+7sTcOTNo164dBQUFLX7/t5ZUNre0qqysxPO8pBrZ1rgPxJZv\ns7T6yaCNrP4c8Nprr3HxxRdTWlpKYWEhu+yyC+++G6Y5qHUoLy9n+PDhPPDAAwwalKjnqqura7hT\n/W+e9GeffSGvjs+nLuee1Au5KFRcAnVPg1+DNh+NIp21kzEPAH9D5BW0IvYp8D6etyAgr9l43l5B\n5XVPjHkfYx7FuTGEq6CtAK5E9a7h0nCMmQRMQpOIwja3fIMxbwRNQvGkPopWENW0viFitN9mLRY1\nx3MeLPtNUD1LhVKMeRg4CJGWiMhaVJu5As8rDzrvVcdp7R441xPVSZaQjpBYOzmIsDwb9VSNoRp1\nF1gKrMHzKgPNbDWQizGdEVmNkt9DaDTjT3ex+wqVcRyBNuKkQgTV7K4L3m/Mw7cznhdFRImnNi7V\nB+vkBu4LBUABvl+HesnujZLxAlTm0Y5Un78xUwNngd+jutcwWAU8huqvm9/wOh2/txz6LYAhG6Gs\nKrmvbnxIwUvFsPBwiCRrhPsGeAMNGkhW0awBZuN5X+P7cwNbrJ4oCW+P3rRdRugbMKqBjzDmLVQ3\nbDDmQESuCrk+wBKsvT1wGRgOnI4xpyHyCHoz2BJmYsxIjPFw7kmS+/eeh1eUg98r7mY6WoZZfiim\nvhSX9RXYkJG+0SlQewxIT8hZB79ZB6bl7yQz/15k+pUw6AXomFiUSIb8xYdz0xXDOeWUU/B9P23V\nNEYqs7Ky0tpOxRPKvLw8ysvLG6Jdk6E17gOx12+ztPpJoI2stqF1mDt3LmeccQavv/46BQVNGwFE\nhJqaGgByc3P/ayd9WVkZA7bZgfqsPyC5l4HXQse2q4TNx0DkczTJ6HeBUfluJD8fHMbshUhH4PqE\n/8GXwEQ0SnIDSkQqUcJ0NDol3DH4mfzL05hXMeZtnPsr4XxRHdbejYhN02kOSoAqg8eb6FRxEdbW\nNDRiQS7WdgQCW6rdymDALJibDcfFxXumtKFKhqXAc6j0YBBKhucDq7C2IqiWgrXdEemNSE+06Sk7\nmDIfjHMnEl7LWIt6h84FOmNtfTBlX9egX3WuB+px2xVteIoR4MXAfagHa1jT+ghKPMehRLcIY6qw\ntrF5qrH6mRt086vNle9vQpu/DkItztrRlHwm07BODDSVvyes5ZkxHyPyHlq9a55I1RzVqJRgBiqR\n6Is6Jmjqlx4nmYF9V2cNNujzLZxRmvhS8fGvAA8NhDWnJS6HBmVABeoj7KGyhlmBn/HiQDrQDyWo\nzZuv3kNvGu6k5ZuZ1Vj7Ls5NCdwGfoXeYJSiXfuPkn6fbsLaMcEN0S4oSY7d0DyOMd8g8i2pv0Nu\nR+RGtEEysVGpEavAHAyDl0JmN4gswSw9ECPdcVkfh6uMimCidyG1V6M3AqMxWZ2QYeOg634pV7Nz\nbsJ9ezMMeQOKhqXfDsDWKTDnCPbfd08mjH+TyspKrLVpG26/j6WViJCRkdHgApAKrXEfiB9Lm6XV\njxptZLUNrccrr7zC888/zxNPPJFwhxub5snKygp1Z/tD4Y477uCaa24AY7H5p+PyRoPXK/nCUofZ\nOBjxt0GnZ+egZOF0RE4m0Q7pO7SqdRctN+Q4tFr0DvA+xrTDGIKGG73Ya6pSx+CCH5taLgQeQUnP\nyOB1hJg2svHv+J+b0dSj3dHKYyXWVmBMOSJbEalEpAptrsnCmEyszQrSnXLQkliMRMe+0AUOmgTb\nfQfPnAJVpYENVRXUr4PSfSGSLvnHR10QFqLktIbGONEe+H4flJQqwUv+HVSOMXdjzLY4N5JEwroR\nTSRagrVlwXutxpgOaDLWomC/HBzs3zA+wOuAOzGmOyIXop/XMmK+qxoEoI4C2sRVB+QFmtVNuu8Y\nQaOdVGHwaJdk/BrNqs04p6FT9emh5PN1kuts9XV13FvRm5MKNEhhFUrG/MA5Qkm0ygliFV1BbxTy\nUWeKDWiH3RAa/WSbEcIw8a8Aj/eF5WeneFeVwN1oU95WnFuF53XA9weiBDWZVrcR1t4B7IxzZyTZ\nFzPQlLXFGNMXkeNpWnUHeBCNvn2Y5MdiLcY8h8hTWNsH5y6nqQeubsuYUxF5FK20x2MV1p6MyGJE\n7iNMQpzNGIF0OgnJPxSWHQp2OOS8kHY9AKQaGzkDqX8PkdfQfQiYEdgB3XB7P55kHcHMHI3MHwPb\nvw8Fu4Xb1obnYeHZkDeK9t5zrFu7FGNMA/FL13AbjUapqKgIRSpbGwLQGveB2Ou3WVr9qNFGVtvQ\neogIV199NQUFBVxyySUJ/481XOXl5f3XbEFEhP32O5QZM3bG2C8RmYWXdzx+3jWQkcSCpm4KbD4M\nZAJ68XkNa5/CuUUY0wtNLTqRWEOVMddizJM49wJhqn3WPg6MC5o2LI1NOyto7CIvw9rqoCs7Vr0S\nVC9paDw/m/4e+5+IIFIVdJzno5WeQvQCr5VS/Tt+vGWoJ+dBkFXU6Ika9WAbHwZG4bmTobp59WIW\n8DY6zR6rXNejpHRRnDVXFZAbENNeqBXWTOA8UjenJUM5WjHrixLOlQGZqQR8rC0B+uFcL1Q3XEIj\n6Z6JBg4cSsvm71GUWC9A41o3oJ6zqg2F9ljbCWO64vsxB4PYDUYxjVXwzRhzG+rZehXpCFYMxkxB\nYzhHoHZTMS/ccpRoVqEVz2qgBmMiiJShjXYZGOMh4iMSDcYcRY+TLIxRhwhjcoKmv5VodXUQjVXc\n/LhHNvHXg6ZV2RSfW5j4V4DXC6D0RFiZhd7ALMfztga+rXWorKEqGNtIWpdQtRH1Xb0KvcmswpjJ\niLyFMQ6RnVByn+o1IxhzBSJ/oamcw6Ga5ruwNjdw02hJn/wYxnyLyCwa9+PLwCiM2QWRhwkv2XkL\n7FWADxmXQfbfwq3mlmFqD8WIw7lPaSqtmAYZB8EJm8CLKyKIw351IbLkBWSHqZAfQgsrgl19C27F\njVD4BOQfT7vybRn/9iPstttuaa2n4hGJRKiqqkpLKr9PCECyBq2W0GZp9aNGG1ltw/dDNBrlqKOO\n4sILL2TYsGEJ/6+vr2+wBvlvNVzNnTuXffc9lNrab4AajD0Xkc+xuQfh8q6HzKYXG1v+e6iZjnNv\nxT0bAR7D817D95dj7c44dxZwGMbsg8hehDP7jgZatl6E82qNaVHHBVOi4S5s1r4KLGylNdVCyHsO\neloo8Rs9VOdmwqxjoCZZpa8SbUpZiTGdiCVLGdMOa3vGNT6VkEgM3kV9quVxuQAAIABJREFUUS+g\nZVP9tagv7RI8byu+X05jhfnXqPayJ7HGqpaxCLgfrWQdgWpjlxBzE1Df1WogD8/rgUifBo2ste8i\nsgCRPxFWRwz1gYXSdDSBqj1KpDah0gutdlpbF5DOSINeVUmmQyubuSjJzAuqnHmI5ONc7GYkN9gf\nY9GbkZOD59SrN5VXrGpYX0JtrcK5hVj7ASIfoSlcKT63WPxrZhSidZBbBqdEGv//sqc2SfvXgw/m\n6yKYNQCp7YVKMTqhpP9ztNntUsJbdcXwJtp8tSMaz1ocWGLtS7hzYgKqXXgV3YfTMeZWYHMw0xJG\nuxk73x8FDsDaCxB5JyDBI1vxXkqx9q849xFk/gFybg+3WvQ9qP0NhoMQeZlk79tm98DtdS/0Plaf\ncD7289ORVROQX3wJOSG0zRLFLjkP2fAKUjwBsrVSnFn1Jy47N4frrrtGhxNUTZNZTzVHOkurZCEA\nYV4X2iytfkZoI6tt+P4oLS1lxIgRPPPMM/TqlTjlXltbSzQaDW0l8n3gnGt4+L7PX/96A489toba\n2rHBEuvAjAImYbN3w+X/HbIC3ZYrgw39QUajVdTm2ALci+e9j++vw5huwfToQ4TrxF+ENnH9mXCk\nR7D21oDItGAX0wT1QVd1N0JbU2UtgCHPw3Fxp3KDh2p/WLMPquNcExC7KkQiGNMhqP5a9ALcnfCd\n2K+hhPEilIyUo5KJhXheGb6vFU1reyGyDSJ90Eqgwdpbgd44dzapjftjWBW87mKMWY96nNZjTGes\n7RUnQ+hB6sYtwdpxODcOTck6OO5/W1DSuwol1xsb5AGN2k5DrPprTHugCJEinCtCK5rt0Wpi++BR\njTH/xJj6oDIbJv50PcbcjDE5gcF9mJubWMX5EJrHh6aCtRNQb9nT0Up6KVqd34qGHNTGke8IklkH\nnSSIgM2C0sEQCSzF+pXBbl9B/yXw3Xbw1W5NgiWMeR7Yikgqt4QYBJ2ZWILnzcf3F6HHZC56fKXT\n5yZ7n1cjsh/GrMa5Waie+FzCSUhieBTV+9YFWtunCZ94Jmgl9m9Y2w/nBmEy5iM5s5LbWDWsJpjo\nzUjtDcCNKNlPhdOxPTfgDnwH/Aj2kxOQDdOQnWYkxlQng1+FnXcsUjEb6TQNMuK+82s/ZJsOlzF7\n1qcNT0UiEaqrq0NVNquqqlI2ZzUPAWhNxTTWoAW0WVr9tNFGVtvw72H69OlccskljBs3LkFLJCJU\nV1djrQ2lM0oFne4WfN9vQkydc4gInudhrcXzPGpra9l5533YsOEBtFs3hnLgAjBvYDO3weXfANmH\nQu2zmPKLEDeVlqcfV6LT0h+itjvtsXYwvr8dOn05kFi6TzysfQx4PU4OkA5b0CnN2NRwGGxEdX9H\nE0r/2JLWcDmwPB/P64ZzJQEJ7oK+N49Y7r0xO+PciJDji6KNT2+jxNFDpA5ru6FRtBpDqxf2ZN9J\nNQFhLcK581GCGUsImwUsCyQC5QBY2xuRQYgMQJubHsCYgYFlVDpy7VCt6mzUz3MtSgQtqgd1GFMU\nVJe74fux/dMpGH9n9Fj5O9YW4dy1KDFNhwjWPhIQw3NIrm2M0igNqKFRt1yDdjTloIQy/hFt9liP\nanDbo6lZPho+oVICEYeIDzT+VImB+uea/8fee8dJVd3//89z7pSdbcDSFwSkIwKCINh7JLbE2KJi\nixpjorHFQmJiSSxp9ho19hqVYAMrsVIV6b337XX6Pef3x/vO7uzu7O4QJX6+v8e+H495zO6UO/3e\n13m/X0V18lwKOmFMIdYWIAA8dSoAgmj9KdZ+7i26mnVK82th7ELY/yuoz4P5E2DZSEj40PoBYAjG\npC+8LAKQ13kuHGsAi+N0xnX7IeLIAPAocDnCs822ooiobAbSBR8K/IHsjf1TtQqlnsXa1chCYHc8\nVzeg9W+wdj3WXoVQV+KgToScd8B3SOa72Vp0/BxscjbWvEv7fNhNoIfBKRvQs8+DqtWYMYvAlwVt\nJb4LtfQYVDKJ6TYfdLP3xyYIlvVg5YqF9O7dyOltbj3VWqW0DpnEWa2FACQSiXa3m9p2h6XV//PV\nAVY76tvX008/zSeffMKDDz7Y4ked2gkFg8F2+UvW2hZgNPW3UqoBkKafK6VaPOb777/POedcSzi8\nFOm2pFcUuA6lXwCnOzbvNnTkfmw8xxvhtVe1NPpX5qPUepSqxJhqREQ0GGP2wdphyIGvF0pd4HUK\nszVAX4BST2LttWSXngUyupyOtb+iERzV0MiRLUXrWiCC2asaLszwM54FrNm7VeV2Y5XTaE11YIbr\nd9EURNZ6aviBuG6Fd/31ZNdBTNUmZKxv0ToXY2qBAI4zANcdighnBiCgsfl+LYzWf8DaJBLY0BMB\nfMto5FBWehzKOiCA1n0RTmx/lHrf44rehHzu2Ry46tH6Hs8T9Gxk5F3pnVK81DrvucVRSkRPEnaQ\nAo+KRoGdi+x6fQhw9AM+lPJjrUYWOQ5a90EpX8P1cpK/JdrWj6SefeI9z+MQkJuK9k0/DzScpMP6\npcflbi4wylQWrd/F2iVIqEEGBbcy4t86fgH03QqLR8OCYVD2KtLNDuE4a3Dd1UDCA6fFiK1WpsnG\nLERQ9qfMj9dQSWA5jvMFrrvE64KOQKntSGhClhxRQGJen0ViXkcD3VFqIdb+h/adPRIo9SjWPoIA\nzdtoupj6HTrgxwQz2BCaNajIcShCGPMF2fKkdWAQRtWifYWY0YvBlwU/OLwKlhyJcoZhiz5qNf0q\nL3wmf7/9KC644IKGy9KBX3uWhpksrVJ0gs6dO9M8BCDb7UKHpdX/D6oDrHbUty9rLZdffjnDhw/n\noota8jNd16W+vp68vDwcx2kApSlAmg5MlVItAGnqtDt16qnn8tFHw0kkbm/lFga4BeU8hjU1YJPA\nUwjPrb2ahYwb76fxIJHq9M0HVuE45bhuNcKBzUOAyWFIFy4n7RRM+zvk/R9E68eBTRhzJfKTiyNA\nu63TbETxHWgQa0kHuAhru3kpS12g+DP4+ZaWL+tFH2w8A+JtZ6JLbUKiPU/ynt9KtC71QKSL4+yF\n6w5CAGQ/0rvWSv0Ta7cCVyNCpeYVR0b5S3Ccnd77aHCcgbhuGAlrmEq2KnoB7HOQ7plFuqQxxPS/\nP8YM8rjF/RBObPMFQhKtn8aY6QjVIpWWVoF85ptIRZlqXYNSYSTtKoJ8Ltp73J5o3cWjBhRgrXQn\nm3Ym87z36F6g3BuJ70sj+GztgDkHuAelhnndufaAUqVHPYhhzNW0De6kGu2zptB6+IKhcYIgrgfy\nPb6cphSOKhqdFkpRXSph/1rsflFhGixwYEUuuAOQdLIhZDOZ0PoRoCfG/IKm75UF1qH1bIyZh9YB\njBmIUCJSllhRlLod8S9uK0LWIk4Dz2LMVoQDfAGpjr9SV3t855+2sY2FKHW1J6681XuNzasCOBXy\nFoEe0nhx8m2IngWcDPY5sueqfw0cDT4LE0tAZ0Edqf4Clh0POT+BogxOAulV/yxHj3uDd95+pcnF\nKeDn8/na7WymQGVubi6BQID6+vpWJ3O7s13osLT6f7w6wGpHfTcVj8eZPHkyf/jDHzjgADGCT+10\njDEkEgmSySRKiYo9BUAzdUq/i9qxYwejR08iHP4USc9prQzwAKg7wVai9aHeePsI2ur8aX05sBpj\n7mrnmZQgAPYLYANK9UTr9LFro5q7UdWdGru6NAIdhXTSHK9z5ms4N8bB2gBysNyCjF1Pp9WY076f\nQv9ZcGzaT/kNYO0BED6+jdeSsqVahdbbMaYKAZYBtN7X88NMjfPbMR9XT2PtJgSwJhG/zDVoXYkx\nNR6QHIbrDkPk5T3Ttvk00kG7hpZJYZuBecBKHKesAehqPQhr90X2bW+h9TFI9GlbB2yDANGFiGPA\nYhqtuOLe6+iMUt1RqhfGFHu0iRQdIEUPKEPrWz3R1uVAW+9xqpJo/TzGPA8cjIjTUtZlqe+IafZ3\nCfAASkU9UVQv5HukvfP0kw/h1T6Gtcu97mcrVm9ppdQnSHrX0cjCahe5uTvx+cqIxeqIxy1KgeNT\nOFqhHYXWrjcBSX2XLXKI8WFtANfNwXUt8ViRJDMNUzD+U+hRBQsPgK8OgaosjfAJo9Q9njBqErAD\npeZg7RcolQD6Yu3RtO6r+glC9UlFoKaXRZKrngFKsXYiAtybf4c+QfinX9KSdlKH1ndhzBtIatY1\ntPVbUeoXqMAETOAfYA0qeTM2dg/YuxFObTZlUOpvWHsrcCroN2DsfMhtR/lf+i9YfSHkT4VOv2v/\nYdxSghWDKdm1pUX3MgX8cnJysra0ysvLo76+/jsNAfhvLa0cx6GgoIBgMNgBWL+f6gCrHfXtylrL\njh07WLFiBXPmzOGJJ56guLiYtWvXEovFWL58OYFAAK01ruuSSiL5X5DWH3jgIW666TmSyUeQTklb\nO5kESu2DtTVe16UErffG2uOx9hgE8KbfvxIBtGeROcaneaWiVXsixu5t31boBhuRlKRzaekP2Vql\nolWPJ2O3plMVXPwEvDoB3M2i4k74oCyGSkQ8jmFqp78DGZVvRusazzYqiOP087iCfRFw/B8kgSvb\npKQNCDj9htSYW97r4Vg7BFF6tdcp+RD4FwJWo82A6UCsHYW1Q0lRMZp+dtvQ+gasDXgH8K5IJ3cZ\n0n0rQ2y4apE4134oNcSjG/RH0rLeRwzer6JtYG6Q7uFa7/l+idiJDUAAadIDUUkgkbZ4SXrnCQSM\nBhGgnHos1cYp9bgxBEjZVk6k3d5PY3xr+vWi78nNBceBWAysheJiGDQYQiF4/z0JRjrwMM0DT+VQ\n1E0Ri0I0aolFafJ3NAox7+/yMsuTDyZYstDQrafD+MNzWbcCNq4O4/fnYbq4RPeJwRgHtu0FCybC\nmqFg2gIZpcD7iMCuCGsr0LoXEo88tp3PSkrrvwETvO5s6r380gOpNVh7CCLIbL17LRzU87xFQKo+\nAG5EggnuIpvFgSySLoW8pej4pVh3MdZ8QHZxziCpdGdi7QqsfQw4AOX8BNX7IMze92a+i7Wo7X/D\nbroVOj0BeW11iNPKVKJ3DeIfj/6VKVNahmvsTmczHo83+HXn57fNH97djunuWlpFo9GGKPFQKNRh\nafX9VAdY7aj/rnbs2MEpp5zCihUrCAaDjBgxghEjRhAMBtm8eTO33XYbe++9d5OdQYpn5PP52l1d\nfxeVSCQYOnQUJSUVKNXbG81NofWR5zxEqPIUAmDe8IDJVoQPeDTGHId0unKBd1BqKmL23f4YVRTk\n1yNepZniJ1uW1u8Bn2HMNWSXbgUiDpqGdF66NtoLBRLQY6dkhS/+UdrtDQI6XwYUjhPy1PmphKkB\nSMJUXzILT2YhYqTLaenJaZAD7tdovdXj9iocZwiuOwJxHViGJAK155iwBfgcrVdjbQUSepDqFF6O\nxG42B6bNqxb4DOl2f4MAtDhQhOMMxJhhnjBrgHfq0sr2vkaEcHFkIeQivOAalBJnAKEBRJAueJEn\nyuqN6yYR0BoCLvEeI2VLleed56ZdFkSpl7H2Xk8pfifStW2rFqPUH5BQiqlk5nimB018CdxHKGRx\nXYPWmj59/QweYhk1KsaQITBwkJx69ID16+GW31tmzIADDnJ44OkgxX2zW4Du2ml49O4k/3w4TlF3\nH5fd0oUfnd9IvXBdy4aVCZbOj7LwixgLZkfZEkzAeI3J17Bgb1g4HmpzkEVAelyvQeuent9vAklw\n2t1wkl1IAMifga0o9SwSz3okskDJ5nV+g3Csv0DEc7/F2rlex/us3Xo2Sp2GtSVoPRJjPiV78dfb\nwBSUGom1z9DY5f0UnMtgUmlLKoB10RuuwO56CVv0LgQzcdIzVGIZlB4HxnDO2cfz5JMPZb6Z19ls\nz3rKWktlZSVa66xA5e52TLO1tErnrsbjcQoKCsjJycnqMTrqO60OsNpR/10lEgnmzp3LiBEj6Nq1\n6bj8/vvvZ926ddxxxx0tdgSpwID/VUrIokWLOPLIE4nFzkPraRhThtbnYcyvyaQa1voK4B2MeSnt\nUouMnV9D6zUYU4nWYzDmeJR6FdBYm50oQ6k3gWlYewvZR6vei7V+rG1P+JT+Ot4FlmFyRkPf2dA7\n2einOj8Ea7qhkwmgHokl9aN1D4wpQ8DTGQifNNuR17vIuPxy5GD/DY6zw+t2BnCcYbjucGT82qPZ\ndt9CrAh+SWPHyCDip9lovQFrK7E2ieMMx3X3Q/iqg5Cx6lSsVVj7J5rmrccRHu8ctF7vAdw6lCr2\n3AxGIwEMDwDdsfYOWo6HDQKo5wFLUWoTWld5HrBhZNxf5d3uJKSb3YNGGkAPWor8AFYgfppLETHR\nMQiwjSCK/2ja/1GkS1rhvR6LLKb6Ix3R1Fi/UXjV+N36wrvfQGSRVeCd8pCggZXk5c8mGt2Kz4Gz\nzoEbpyqK+0AyCZs2wbq1sG4drFyuWL4cNqw3VFWB64rWJicEPp/C8YHfr/D5wOdX+P3g88tlgSD4\n/fL7XzjPEMxVXHlHV075WSF+f/vfsUTcsnZZnA9n1zNjbR1bchKwHoJLNfFVnTDJ8cj0I7W4MJ6z\nwIhmzgLtlYtQP14FylCqM9b+ABnZ7940SOvfYUwvYAlKDcXaPyNd9WxrB1rfjzGfe49dTnaL4gha\nX40xLwA3IsEOzZ6b/wDM4AegW9p740bQq06Dmq8x3eaAL8tJSXgaVJwL9hzgNxQWHsaOHetaBXTZ\ndDZjsRjRaBSfz4cxJisR1Z6wtEokEg1UhFQwQYel1fdSHWC1o777MsZw/vnnc8wxx3D66S0NsZsL\nrvZ0/eY3v+Wpp3YQjT6OcM7+gLWLPMD5G+BkGg/udQhg+THQPMIxVTuBV3CcubjudkSsMwxr90G4\nlalTyu4pvQxK/RaJtMyWc1YJ3Ikot9uPaxSQVgWBx2F4RJpBqWrwUy2A7YfQCKhSB8FKlJKEq8xK\n/0yPtZQUXUD+z8FxRnlj85SlV3v1KcLz2wvHieK6lYAPxxmZBk77kRkwGOAeBMiNQetqoBxjqlGq\nK1qPTtvGEFryCJPAzUiHeDQy+i8DUnZYPrQegFIjvG5wiqqQAoslaTzEiQg1oBwBPVsQ8F6K49QD\nzbuuNu351KHUUJTKI5VA1Si6C2FtCAhhTA5CvViBRPiegFKgVIo20PTc2gTGbEJAawK/P0AgGMEa\nSywmgLIgH874KdTXwfLlsHEjVJRDbh6E8jSRsKG2GgIhxT4HFvLzvw+goIufaL0hHnGJRgzxsCEW\ncYlHDbGwJR411JQnmPt2JSvn1RIIaor2yqWwR4Dq7fXUVySIhg29+/nZZ/8g+x0YZOjoAMPGBOnc\nNfN+wXUtn88M89T91SysiaAnafz5GneuQi0qIFY6AWtHId3HSsTO6nTaTp+qRUSRS3HdVZ5AsSvC\nNf4hxvy4jftmqgqU+hhr30PA7+XI4i/bqkfrpzDmX95+5XqPtnK15xDSVi1FqR+jlIsxL9I61eC3\n6C6bMPt6rhDxUtSyY1GJMKbbAtBZuJBYg677Pab6frAPgRJ6U37eKKZPv4+DDz641bu2ZT2VcgVI\nNTRas7RqbbvZhgC0Z2mVuj4nJ4dgMEjKijGVotVhafU/rQ6w2lF7psLhMMceeyz33HMP++67b4vr\n4/E4sVgsqxXzt636+npGjpxAaem90BBaXoMYcL+JMUmUuhxrf4GMkWciB7hXyaxWT68kIsZ4Eejn\nGcSHvW5lKrKzJ0oVe7Y7PZHf3f0IFzWTCjidM5g6X+w9RsptIWV/VI3jVANVGFPljcZdIADFCfi5\n23LzHwOb+sOm1sD4ZoQrexqwT7PrIkgHdRVal3u2VJ1RaijGDEaA62rgNzSqrFur1Fh/HcZUIAuG\nOEIluBGxSGrru7EeeB+tl2NtGY2+oH4EfE6gdY/TMoTbOAett2BMuXd5yLvuYCTMoTWwXY7QCRYA\nK3CcEly3HAE+qdfRD8cZibV9MKYY+W718N6X1CIhNdKdgVI3Ye0aRBh0OsI3bQ5A0//+Bulo+7zn\neSTiTtEJcTTo5L2eVeSEZoH9gC5d4/TsKd+qZUssbhLyCxR5BQ6F3f30Hhik3/AcuhX7yO/iY/Py\nKG88XEoyYem1dw4/+FlPAkEtwikHtPbOHdXkb2vgk1dKmftOBZ17hzjqsoFMvnoIPl/TxUZ1SZSF\nb+1g+axSti6upnZXhLqqBKE8zeCRQcZMCjJi/wB7DfLz8b/refXRGtCaccd347y7htKlV5BVW6uZ\nsWALc5aVUFAepOKtOL5d/YnV7S+fQ+At6LYX+LXHzz4Y4gUotQJYjLXlni1Wf+9z7+M9u42I0f8t\ntB80YIHlaD0TY5Z6PNkfotTnKNUFY7JJokoC04FHcJyuuO7VCOcaZCH1BOI6kTnIQqmHkPS7E4G/\n0nYnuBL0RNh/Jdg4askRoPfGFv0HdBYNBFODrjwDG1uIdT8C1biP1/pmLvpZOQ880Pprbquzmd7N\nTAlyU6r89uhjuxsC0JZAq3kYQWr7tbW1aK3Jy8vrEFz976oDrHbUnqt169Zx1llnMW3aNLp0aRmh\nGIlEMMZktWL+tvXee+8xZco1hMOzaSneeQOt/4Yx63Cc43Dda9H6fmAlxjyRxdYtWv8aa+uw9vq0\ny8PICHkjwn0rQ2sBshL1CY1+mm39rNLfG42InMTiynVzEGBSRCMQ6iK36/8UXLip5eZmAWsGwfZz\n23jMxQjn7XSkM5hS6tejdTdgGMYMQsbLzd/PVxDQei1NPTmrgM9Rahliy5RA630wZiyNfNPtKPVH\nlNobY25otu0twHtovRRrS7E2geOMwXUPQrw3BwJV3gh0J+K3eRACHD8DPkXrVR6wrUPrgcCBGHMA\nYj/U33uvn0biNrt4AplKYBFaS3dSeLcRlOrjPf8xWDsCoZUMBbaj9Z0Y8xrSpf8JAjC20eB569Si\nVD0NyVcmNfYPgMoHW+u9ZoNSgzznB2/cr+RceXxdax2M2YV81+Lee6bJz68nHk9S3EcAaTxm2bQJ\ngkHo1DPAEacVMXDfEKVb46xdHGXT8gjbN8aor3bJydUoDQZNQe98/CEf1rN8tdZijZwwtuH/SGUE\nkzCgQGlFImFJRF3yuwTpNayQAWM70X+/QopHFNJnRAF5XTI7MbiuYfUX5Xzx3GbmvroVbWXBFY9b\nBu3fiUsfGsHeY1p2zmrCcWYt2s6787aQqDewwEflxzHMXgZOM403/BewJohK9MLa0ciipjVe679Q\nahvW3klm2k498BlKzQCiWDscsTdLWdqFkZCBvyDhBZnKArNR6m+eldhFiHizaWl9Ecb8DnGGSK8y\ntD4ba7/C2vsRH+j2S/uOx3Yeiq36EIInQtHzWd2PxGpU2XEo2wnjfi7f1yYvZwlFRSewadPyNqle\nrVlP1dbW4vf7mwDTlIgq5XnaVn0Xllbp3d3mj9dhafW9VAdY7ag9WzNmzODhhx/mxRdfbDHy/18L\nrk4//Tw++KAficQtrdxiM/A7z57Hj3TPrqPpHL21KkUUwucinbH2yqLU3Ui85M9p7IJoWu+IpKJV\neyJdz3aqtaSqVv1Uk0hXdBVa78KYSu8xuwBjsTZlvJ+NYOU1pAN7FLAWrUswpg6tB2Dt/t6odmAr\nrzXq8TkjwP5ovRZrS7A2iuS/p8DpEDLHYUYRH9YFSGcx4tEBJuC6kxBgOpKWlkNVwJvAB2i91gOA\nce992ZvGdKRh3vuQeuwoAoY/AxbiOJuwlGPcKu++KaAZQflPxupRQHdQ3bxTd2SxEQW7HexmcBdB\n8lX5myDSIe6DANHmyn/t/b0Fx1mP3w89egqXtL5eUbrLEsyB2lrAiq2UtZZQgY9AjsZqDY5DtCpO\ntC5BINehoFceY84aRk5BM7CR4aC89asSVr69ESfg0HtSXw647mD6HymCrmQ8ydbPNrF51kZ2frWD\nmvWVxCrCRKpjBHIdeg7O90BsZ/rsU0BhjxwWzdjJp09tpmR9HZ0HdGLfs/dh4lXjWf3mWuY98BVl\ny0vILfRx5LnFHH5OL/rv27R7bq1l8YYKZn61lTkP7cIcmeEr8kwumJ5pndbWbJwMWv8FOKIZ93UD\n4js711P3H4EkV2X6Pk9DqeVY+wotAe9atP4b1q7B2hOR/Udrv/+ZwEuIUDP13f0QOBOl9sba58le\nfOUitnFvQeFU6JRlEELkXSg/E6FJPZf5NtaSlzeE119/iEMPPbRNqlfzzmYKODYPAYBGS6v2xFmZ\nttteNRdopTizrSVkpZ5nbm5ug0NAB2Ddo9UBVjtKaubMmVx11VW4rsvFF1/MDTfc8J1s11rL7bff\nTjQaZerUqd+r4Grnzp2MHn0A9fVv0bahvHivKvUE1u4CeqP1AV4HcDStczDfQal7sfYvtB/rCTLG\n/y0yvs0uq11G1Pchgo8xbd80byns93ozP1UfrD0YwkciI8VlKLUZpcSaSqk8tO7vWVPthajmVyI8\nzGy8LtcAc3CcrR7v1CCm9iciQK+tA4dBAObHaL3Z44u6CN/wVwhIzHSQMogp/ttovQpjSlGqGGuP\n8J7/Bm/Efj6NANN4172J1guAHRhTiVIDUepwjDkMWXT0Aa5HqRewthCJwa1HqdVoZ5dQL0wN6K44\n/qFYZxRG7QvOMDnpPmC2Q+RPEH0aSIDOQ6mAAD+blK6qjYEKgFOA8nVB+YpQvm5YXw+M6g7JUqh+\nHYwHnp1uoIvBKQA3jErOIxgUayilIJQLyQTE4xAIgRPwESwI4A85oBTJmEvtzghKKXxBjZu06Lwc\nQsWd0T5H/Kms/H5TrBTjJonuqiFeGQFAOQod9KN8DsoBNxzHxF3yehfQZXAR3Uf1pNuIbnQZUkSX\nwUUU9C1EeaIUYww7529n7VurWPHKUsLbqnECGuNarAuFAzrxoyePp++k4oz7jG+eWcqCh76ifGU5\nBV39HHV+MYef3Zu+w5sKkK6fMpdVQ6pbfmVmIT87gH91hTUntQFLi5QEAAAgAElEQVRYtwKPIQug\nnSj1LtaWotRArD2FRtpAa2WQBLULsDbFXS1H64cx5iOk43oN2ewztL4QY/4EnIfWN2LMP4BfI+LE\nbGsVSl0BlGJxoehJyD2l7btYi667A1N9J9i/grqszZv7fDfwi0sT/P73N7YbiZre2YzH4yilWu2I\nxuNxwuFwViKq/9bSqqCgoMHnta37pfvBdlha7fHqAKsdJT/qYcOG8eGHH9KnTx8mTJjASy+9xIgR\n7ZhGZ1nGGE477TSmTJnC5MmTW1yfTCYbfOz2tMLyiSee4Le/fZ76+vdpX91r0fokjFkDFCNG+BVI\nPvo4XHd/BDD2IzXK1/pKrK3xuGPZ1BLgIeBKso8fXQS8DlxG85jF/NBDDKeUPGRAuTIAdcFOEApC\nohTKfDhuYYM1leP0xZj+SIJTXzL7m76MjOCvomW6UwXwheeSUAEoJCBgNKLO/gR4Dzmg7p9h21XA\nTLReiDElSHrXwRhzIPLezgIeRevjMOYqGsHuBuB1HOdrXHcXEnV7OK57FDL675b2GDOQUawPKMZx\nKtPuM9G7z4EIaEh//UuB51D6E5TahHHLvcevA0IQugqCZ4EzGKwDyTmQ/AySX6PVerBlGLcaTAQV\n6IvOHY7JGY319UbVzMRWfwQ6CCoXfD1AB9AqgVIxrIliTRxMTM7dqJiZ+vLAVyB74ehWQFT2iQQU\nFIpAyhjIyVdE62RX7ctx8AU1JmmJh5MNe3AVcLBxj9OsVQNAlaatkiaqKLca/naCPhK1MZz8ID1O\nGk/B6AHkDuhBaEB3Qv27yzfisxVUzV1D3bLNxDaWkKyqI1kbxY0lyetdQOdBRXQZ1IXtc7ZSsaac\nnK75FI7Zi37nHETxj8ey8cnP2PzcF9St2Ynj14w4ZSgjzxhG/8P74Qs07dK5ScPXTy7i60e/oWJ1\nOZ17BTnq/N4cfnZveg/O5eYLF/DNgIqWX7uPaaSvA/xjKGxvnr6XQIDqJkQAWO91USciPsa7A06+\nQXjgL6PUW1j7HFoPwJjrEfpLtjUdmO5ZodVgzLPIhCGbiqP1AxjzGEIzuAX4OzpnM6b77NbvZurR\nVedgI59jzQxQWYg87Tx69ZrCkiVfYq1tV/CU6mxaa+ncuXObx4FIJEI8Hm8XBKdvd3csrVKAOZvt\nx+Nx6uvrOyyt9nx1gNWOgtmzZ3Prrbcyc+ZMAO66S1KZbrzxxu/sMaqqqpg8eTL/+Mc/GDy4ZXpM\nLBZrsAXZk+MUYwxDh45l164gxvwMGfG31THcChyAjMwOQsa6cxFh0AbP6gkcZzSuOwHpstyCGP9n\n51Go9bPAUs9LNTuwrvUbwBokxlLukx+6j+PdSl6JN97uzAC8mw91UR8q0htrdyK8yh+wO9ZUWj/l\ngfDLEOX/N2hd5nFYB2LMGKRbXZxhm58Br6DUBVh7OMKH/QCtN2FMFVoP9UzbJyLd3Ob334UEKiSB\nIpQqxdoIjjMe1z0GicgdmOF+a4Gn0XoOxmxHBEcpLuhjwNlp94kjFlqvo52FGLMDbAInMB7jHI11\nDgXfBOHnxT+CyCVgtoIKiiDFrQNfJ3RoCIRGY4IjIWcYOF0gugbq50J0KY7ZjklWYRNVoIOo/L0h\nfxi2dgVULwXlF1Bqk2BT4jhJLxPw1Mrn4wNHKxLxprtnHXRwgn6S4Tg2aVq5NwJKHQ1aoxw5oTWm\nLgLG4PTrTejISThdCzAVNbgV1ZiqGkx1LdTUYmvrceuj2IRLoEchOXt1J29Ib/JH9CFZF6Xi0+XU\nfL0eawxOXi5Ga7Tr4taF6TRyL/qcOo7ek0fRZVz/Jt3XHW8vYu3DH1Hz9UYSdVH2PmoAo84azpDj\nBxHq0rQT6SZc5j/6DQse/IqaLdUUFedQVRkj2scVGmmqPkSoxAPSLnsmHzacC1Si9UZgvWdzlwt0\nwpg+KLUapUZizDnsfpUBf0es1npizBW0OxlpUTvQ+iWMmY1MGaaRvZ3WQpS6AqXiGPNnGidLYVDH\nQc954M8wbUpuFH6q0Rh3NqjOLW+TqewGYCjvv/8u++23H47jkJfXtu1WbW0tiUSiXbCaUuXvCUsr\nYwxVVVX4fL6sHAWgETx3WFrt0eoAqx0Fr732Gu+99x6PP/44AM8//zxz587lgQce+E4fZ+nSpfz8\n5z9n+vTpLXZc1loiERkvhkKhPQpYFy9ezMEHHwp0x5gKtJ6EMech3ZKWnUWlngD+hLVPkTmecyUw\nC61XeMKfaqRDOBilJP/d2vTs9/TzfIS/epPHCU3xYy0CjKNpp0ja3/WImj2AJG5FGB9KMD/S8tlN\nyIUFPUOw4QbEu/Q1sk/FSiIWSYsQoVgCpToD47B2X6Sr096ILYZ0lRYgoMuP1gd63NOxtJ5WVYF4\n2871+KOdvMuOQtwUmlMK4kjHeTpKrcfaWhznUFz3xwg4748IXq5A8mX7A0G0U4ZxS1C6Gzp4GK46\nEnwHgx4uwNGUQOw5cN/BUWtxEyUof0904ZG4Tj9U3UxsdLWAy0AfFDEUMUyyFtwYKq8vunAEbt4w\ncGMQL4d4OTpZAolyTLQK3DjkdvOAqgvRKomMUhqitWQq7SCiJ+8u+DQkjXRJTap9qmQ7WnudUwOu\nkb+blxilgs8n7dlwfcvb+BxUTlCArWuw0RjKcdBdO+H06Epi6y5sWSX4fahAAOs4KGuw4QgqP0Sn\n04+h4LhJ5B02Fl+PIpJlVVQ8/Bq10z8hsX4rJF16HDmcPqfsT88f7Etun0ZhZtWSLaz6+0zKPl5O\ndFcNPUb1YPSUEQw8ZgDlqytYO3Mj697bQN2uOoLdC/AV5RPfUYVx4xTsl09ucYiyVeVERkabAlXA\n/6Efs86gKnJIxnojU4FRNP1uVgEPIAvRtqywUlUJfI1Ss7G2FFkcVgB30XYEdPPaitYvYMxslBqE\nJLN9jiya2+NjhtH6z55v9MmIS0czMKUuReePwXRuJiaNfgzlp4A9Guxr8l3MpuzrwIUo1Ylf//pM\n/vjHmwmHw21GrVprqa6ubvBV3R2z/vZAMGRvaZXyUrXWtmpplem5dFha7fHqAKsdBa+//jozZ87c\n42AV4NVXX+X111/nySefbLECtdY2ROxlQ4r/NnXrrbfz4IOzCYdvBh5G6889s//JGDMFGZOlxnwG\npY4F/Fj7+yy2XoJYx2xBOiC1KBVFa0lLsjaJtXGvUxinUVTlIrw1l1T2vKQfiUBHKR/KU4Jb68MY\nB+GdjgKO4PDQPfwnA1g9IgSf9AvCqqneJV8gY83LaDoul9cq4HsRjrML161GqVyUGoYxQ9B6Ftb6\nkDSwTGb3qRJrKMdZgeuWo1QvrB2DUp+g1BhP6Z/pwLUReBWtl3qdrZEYczzyefQE5nshAF085bMB\nnsZxFuC62xHD/5Mx5gSks52+uNgA3Id2PsS4mz1hUxXYKOTcBDnXSOc0uRTiz6LMf4BN2GQlOjQc\nW3AsNu9wyDsIdC5UvAzVb+Akl+FGd0KgCxQOR0W2YCMlkKyFYDdQSQGJ8Vo5z+nigVLjAVIFdWW0\njEBtuatN3S1VAwYM4Pjjj+eSSy5h6NDmgrnsK5lMsmXLFhYvXsy0adNYsGAB27ZtIx6PZ75D0Pvs\nYjEauAP5nSEQBFwI10JODmrs/ugjjoCR+8L69Zj3Z6BWLMWWleP0KCL/6APIP24ieYePw9+7G/Vz\nl1L56OtEPvmKxI5ycnoW0vvE/Sg+cQzdDxtGvLyOyoWbKZm1gnWPzUJjhTurFb5uhexz04/Y66yJ\n+HIaP/eNz33BspteI1lVz9DTBrOldBtV+zfyWDt/1Yk+h/dmXWIjofIQNS+FsTsPwbgH0RIMLkCE\nTjeReSJTg6S1zcGYHThON1x3LMJJDwBveAupx2ifRrABrZ/HmK9RagiSfiVUC62vwdpfepe1Vp8D\nV6J1CGPupgVCb6iVoC6G4u2gO0vcav292KqbwN4Gqj1vV69sFK1/jTEvI4B8FN26ncuGDUsxxhAO\nh1tV88diMWKxGAUFBdTV1aGUatd6KiWiagsENzy1LCytrLVUVVVRUFCA1nq3BFqpY1fqeXdYWn3n\n1QFWOwrmzJnDLbfc0kADuPPOO9Faf2ciq/Sy1nL99dfTo0cPfvWr5hYsjYKr3NzcPUpYj8Vi7Lff\ngWze/HNENAOihH8Qpb7B2jhan44xZyNcy/WIB+NNZNdVqUKiNE9AxtStlUEOcBWIen4ecA7CX20L\nDKZqNeLF8zPGhx7LorOaqmkotQFrf4kA3lTiVBVi6j/MM/UfTNPUnSRa34+1TgbAugr4yBvv16L1\nMI97Og6x0wIZg/4BSeS6CwHLXyP2YeswphbHORDXPc573zKZk89FOkRxxDngMG+BcSxNxS4G6T4/\ngtaLMKYc7T8YwxngnACqLxgXkn8C9++I+MkRjl7BwZiCyZB3GOROABOB8meh9k10cg0mVoLK7Yvq\neQym29FQuA/smAG73kZH1mLCZaiuQ7B9D4HtC6BsKQRyIBmHRNqHFMqDSBiwAlqDAYjGAE9/ldYg\n7dq1G9OmTWPcuHHA/3YaAcLPmzNnDs8++yzvvfceFRWV4A95r8eC44ecXIhHwReA3AJIRKXtq4Fw\nGPruhT7wIDhgIpSWYBcsQC1bgi0twSnqRN5REyiYPBHdKZ/Yms1UPf0O8WXrcPJzcOtj6ICDDgXx\nDR1A7qR9yT/+YEITRrBr6sPUvfo+TtDH8BuOZ++fHYq/oOnvZ9v0r1l87cuES8opGJ1Pfn8BFRPP\n2p+hxw4iGo0xb/7XzP5yPr4dfsLTEpgtR2HtBNKBpVLPIeEO1yGCvTqEFjMHYzajdZFHizmClgsy\ng9Z3YO3JWHtmK+/0WrR+FmOWIB3Yi2j8/aTqS2RaMZ+Wk4lqtL4ZY2Yg8dKXtvvZat+p2PxfY/Mv\nQ1f9DBueiTXTQWUp/LSrUOpklEpgzFsInceSnz+R6dMfZuLEiSSTyQYBU/N9e3V1dYNNVMo2KhAI\nEAq1vQ/cXUurtkIAIpFIQ/c1fdvZCrSabz8QCHQA1u+uOsBqR0lXZdiwYXz00UcUFxdzwAEHfKcC\nq0yPd8IJJ3D11Vdz2GGHtbg+kUgQiUT2uOBq7ty5nHDCT4lE/k1zoRJ8iVKPIyPwXOBcTwH8Ntb+\nk+zEFV8iPLXfkRl0NS+D1g8DMYxpzbC/ZUm38yvycoIc75Y34ayeEYAZ+VAXPdxzACj1XtMmhI8r\nAQJNwWn7QQgSA6mAw1FqHrADa12PRzoRcQBordvhAjcgHeggIkw7GmN+gPCDMx105gNPodRKrI2h\n9ckYc6AnGClBOjnnI1SJx9D6Naxdi8VB+3+E4SegjxIxEwjfNPk3tH4Xk9yMDg7FhH4Esa9Qia+w\nyXrIGwfJMhQV2FgFunAottdx2K5HQv4Q2PYGlLyDDq/HRMrR3Ydj9z4O6y+EsmXosoWYmm3gD6J6\nD8WGa1GJOmxtGUTq5HnkhiCcYYXhVWFhAatXr2k4gDav/7X9W/PHdl0XYwyrV6/mxhtv5IsvvpBu\nrPaDSUgrOJQvi4JoGq0gP1+oBomE5LaC0A+URufIb8tG49hOndHHn4gaPx7boyf22adRn3+KzvFT\n9KvT6HLRyfh7y3TAGEPlY9Oo+MszJEsqGHD+oQz7zXHkD+zR5Hnv+ngF31zxHPUbShh30WgOmTqJ\nwuLG9zcej7Pgq2/4/JM52K2K+AyNu/5IZNHqQyg49wPD0boWY9bjOF1w3ZHA0bROa0nVOiRs4GGa\n+hCvROtnMGYV8vv5GW3tN7S+HmvPxtor0y6dAVznhRLcQ/vBHKl6HZx/opxuKDeCcb8E1aP9uwHw\nFNgrEMePR0mnGWj9V6ZM2cUjj9yLMYZkMkksFmvCH20eAgC7Zz2VElF9G0urVFe1uRBrdwVaKYAb\nCoUaGi4dgPU7qQ6w2lFSM2bMaLCuuuiii5g6dWr7d/oWVVJSwgknnMCLL75Inz4trV+i0SjJZDKr\nFJJvU7/85VW88koF0egfW7mFAd7yOGPrEc5jf4Tz2R9R8ra+E9P6z4hY47osn1EtcDsi5mqrI9v0\nOWr9AhAhN5ho6QaQ6IwTc3DdOsBF655Y2w9re3tj+R4eOM5GyVoJfNZgEQUuSh2JtUciQLe1xYVF\nRqgzUGoz1jqIldU3KHUx1l6c4b4LEIC6wgOoJ3lel5Noulh4BhG1+YEoyhkM+gys/hGoMY3eoOYb\nSPwV7XyOSe5C507C5J4NeSeBrzeYMFTdg468jImtg0B3FElsrBSC3aHTSAhvRLlV2GgVuse+2IGT\nscEuULoUXTIfU7MVtIPqNwobDUO0GhWuwNZ4ivRgAGJpq4l0fmlaTZgwgY8//jirxdqetn8zxjSc\nUuDUdV2stWitcRynybnWGqUUa9eu5c477+Tf06cTTShIekEY/lwBr/4g9B4J0WoIl0O4CkYeAsee\nAyMmwVuPwuw3oLIUdchhOOedjzrmWGwggH3pRcxD98OmDeQeNJauV51BwQ8PRHlgpX72EnZdfTfR\nRavpdsgw9vntCXQ/YniTfUn5vHV8/YtnqF25nX3PHMHhNx9MlwGdcBMuOxeVsGn2Fr5ZtJSSwlIo\nAzU7gF1rkcVWLsLF7o9MQrJZjDaWUk+ilPbETku9Tup6RHR1IY3xx23VYuBBxLYtgUSyzvVEkK11\nbTNVEpnOPCJJVPbL7Piptg6tL8HaGVj7IMKJbV4byM8/hq1b1+L3+zHGEI/HSSaTDWr7urq6jIut\n3fFV3R0RVaaOaSQSaeCcfpttpz/vDkur77Q6wGpHfX81b948rrvuOqZNm9ZiR5UirWut2x0FfZuq\nqalh5MjxVFTcRvvq/RgSrfoYMv4WDqpSvdB6IK47BDl4DUDG+AoZEV6CAM/jsnxWq4DHkfFfe50R\nF+GHbkK6KoU4jt+zpnLRuocHTIsRpX4RTUFhDK0fAoZjzBm03CekOKyzPeuuOrTe2/OcHYnWz2Jt\nLdbeQuaO7ALgXQ+gaq+DeiQCVBWwHKVuQalBGPMXhFfaHKD+BPls0nf6SeApTx293uO2jkKpN0EV\nYX13gP4JuO+BuR+lFmLdWpyCH+KGzoS8yZJ/bmqg8m/o6GuY2AZ0/hBs73OxvU6FnAGw9UnUtoex\ndashWITyBbDxGhFA+QLSPXQ9lb4/JF1Em4C6apnhp8/yQSzEIjF0jg8TTQKifTIeD/XQww7hnbff\n3W0LHNd1qa+vJy8v77+yz7FWkqiaA1JjDNbajIA0BUqzrVgsxhNPPMHtt99OdW1EPGOVhmC+0AWK\n+kEiBiYKkRrovw8cMwUG7wczn4ZvPoD6atTxJ+Cccy7qkEOxpaW4f7wV9eEMcJMUXXIKRZeeQmCg\nLICTJRXsuPoe6t/5jGDXPEb87iT6nz0JJ0fGzbGSGra/uZDFN7yCicTp1L8TVRuq8eX5CfQqonDi\nMLr/aDzx4mrWzHyJxKZ6+HQcrD0J+W6/j3ikNud+t1flwD3IRKca6dqeT3b+zI2l9e8wZi9k0TcE\na+9m94DzbJS6w3MJ6IfWGmPnt383u8gb++dizNukuLSZqqDgWJ5++gYmT57c8B2LxYTqEgqFqK2t\nzRgCAI3WUNl0Nv9bSyulFNXV1W0+RrYCrebPOyW46gCs37o6wGpHfb/15JNPMnv2bO67774WO4EU\naT0YDLbLR/o2NWPGDM4771rC4Wlkc7BQ6h8o9Zw3ZqtCOhwr0Xo7UIMxEhWkdV9gMMaEkTH2RTSC\nxfSTQrqaquEyrd9B4hOnADuR8X05UIPjxLA2ijFxBED7UaoAyMXabcgofX8EMGdDo6hBqUdR6iCM\n+SHSPf4CrZd53VMHrcd43qnDaC46UephrN0C3IwA4q9R6l1gE9bSDKBmej5rEA4qSIfoVK+D2hyg\nggQvPIK1K1GqB3Ax1p5DY3a7QTpTr3jvZxRdcCqm4FIIHS7G+8kyqPoLOjYdE9uMLtwH0/s86PkT\nCPaBHS+itj6ErV2GyukCI87DDjkbwjtgwR2osq+w/iBMukBQ5vwXRDzlD0DxYNi0XD5Oa6CwM6qm\nAlvvjfodr5PabC86ctRwpk97m969e/PfVjweJxqNtkmfSYHS5oDUdV2UUi0AqeM4KKW+k+lGimNr\nrW2IWH7jjTe46qqrKC/3AiR8QeG+Go8aoAAsFPWGo86CPkPgPy/DmvlgXfSpZ6DPOgs1dhzmnbcw\nf/8rrF5Fzn5D6XbVT8kZP4LkjjIS20oov/tFEsvXgVLk9u9K/fpSrLE4nfLQXYugfzHJFeuxJWUM\n/dM59L/ihxKQ4JUxLhs/eoc1772EqQVmTYY1G1BqO9ZeS9vK/DiwHon7XY61wg2X39rfkKjk3aka\nJGnvbWThdjlixZZtbfZcApYgHdELvO38FHgfVCspfNai1EOej/TZCM2pvXqck06az8sv/9PbhADW\nFN+6PdV9NBptEF+1Z2lVX1+PtTYrS6toNEo0Gm3orrblKpCNQKu17efn5xMKhTosrb5ddYDVjvp+\ny1rLpZdeyrhx4zjvvPNaXJ/qGO1pwdVxx/2IL7+swpjTEOVuc0FDeiVR6jSs7UbryTHbEBC7Boku\nLadR+Q+NPyPbxglAoVRntO4EdMF1OyOCp0LvvICmHM8PEKHWZd512ZRBREsfIOPNKFr3xtqxnj1V\nH9r3Y70bUfLnIMEAR3kAdQSZAWod8DyO8yWuW+GJpIqB19H6GIy5i0Ye8VfA3dIdtRqtL/Csxkal\nba8K+APamSZ2ZKGfYhiITj6HSWxC5U/Guj60+RoT34buPBbT+3zo+WPw94Bdb6A234utWwL+PFQK\noCoH5t2M2vUZNhFBjz8LM/oUWD4DvezfmJpS1EEnY0MF6BVfYravQ+09GBuuQ1dXYKprUUEfNiZd\nVOWI3sjnVyQT8hm/9dZbHHVUukP9f18p+kxubm6rnVKlVKud0j1d7XFs33rrLa699lq2bdsmFzhB\n6U5r7a3ltAi43KR3vQM5Od7PxQoHNpEApdAFuVjXoHwOFHTGFhRhu/aQRcXi+RCpo/Ofr6Hw0jNR\nafSJ+jc/puqS3xMoCDLqqV9SdOg+TZ6jSSZYeu8/2LbhP+DmwacKtWovrLmQxt+JAbaj1CqUWoYx\nW9E6D2O6I6P+sUDAW/gGMWYq7f/GLLAOrWdizFdo3R1jjkap+ShVjDF/zeITqEXrxzDmDZTaD2un\n0pRy8Ee0k4cx72Z4+Eq0Phdrv/Rs/DLl2GaqMgKB/di4cRWdOolYM8VfjUQihEKhNqdn6dZQ2Vpa\n+Xy+rGyn6uvricVidOrUqd3ObXsCrda232Fp9Z1UB1jtqO+/YrEYP/jBD7j99tsblM7p9b8QXG3Y\nsIFx4yaQSISwNpVhfxxiYj+CzIbzZwDXId3G9iqOUjc081JtryqAe4FjgCxSY7wStXK9Z2uTicPo\nIlSDpThOCa5bDeSgVH+sXY1SJ2LtMVk80hJgFkptRfYZ/ZEu6VQyx8caJBL1HYzZ5rkFnI6IUlIH\nzDK0vhxjtgGjGhwCtD7N49Wm568b4Fm0vhdjVqED4zCBX0HwFFDewS82HRWdik2sl46dW4fufjSm\nzy/k+i0Poeq+wWo/evgUzNBzILc3zLsNvfVdTLgUZ/RJuBPOh7J16DmPY0rWoofujxl9BKycjVr7\nFTY3F7p1x6koxd25Szqunhdp4wcD/oAiEZNd6A03/obrr5v6rYRRmQBpMpmiF+gWgDTVKf0+K8Wx\nzcnJaXNiUlFRwb333su99z2Mm4yAv0D8aAOdhSqQDEPPkTDqDOlsL3oBanfCEVPg1BuheAh8+hI8\n/1uoK4efXwfnXwEFnrvFtOdRf7ke7Ri63DeV3NOOayLwqbr6TuqffI3uPxzHyAd+RrBX0wVs/brt\nLLjyz4T77gInCZ/tA0tH4OhVuO5qlNIo1RVjhiJTgkzj+ThK3QWcibWtLViiyLj+Xa8jOwQ4hUaK\nUA1wK5KE11rQgIukX93ngdwbyeyzXInQERaCStuv2dnAj9G6D8a82cpryVS1aH0DxrzOnXfezEUX\nXdTAf059H5PJZLuK+9SUTWvd0JVvrXbH0qquro5kMonP58uqY7o7wq/0591hafWtqwOsdtT/jdqy\nZQs/+clPeO211+jevSX/aU8Lrqy1vPDCC1x99V8Jh/+OgKpPPdCk0fpIjDkaOegIsGqkA9xNduKk\nTchB5UKyM+QHUe6/iPBeW+eFNS2D1g8CfTy+p0HA6RK0LsGYGsSeaiiuO9h7Lqku5krgBcTyZnyG\nbS9Gqf8AWz2BzYGePdUQBER+DjyNUud41jwKSc95EWvXenSF07D2RFrGTBrg356YbTNCAchD4lrT\n7cKWAFNR+kssQVToF9jAheB4VABTAfW/RZt/Y0wc1f0X2KKfQ3AA1P4HNv4UbFhSp7DQfQzsezmU\nLEDv+BBTsxU9+GDMgRdDTif46K+w9WtUQRfsD86D0m3oRR9gKstQY8djy3ahd27D1DY10fflBUjW\nx/HnOiQjbgN1dfR++/DcMy9lTHJrrVob3TcXOaVO4XCYYDC4x/2K/9va3YmJMYY333yTyy77JTU1\n1QJcE/WAgaAXPzv2HOg3CeY9Dju+hiEHwGlTYb9jYf7b8My1ULEDzr8cLv4NdPHijR+9C/XEX3B6\ndaXrQ78n58iJDY+b3F5C2SmXk1y2msG3/pQBV57QhBpgjWHTwzNZ+ciz2ElJ+bp+1g8W/xDM3lm+\nG0uBV4E7aUoH2IHWH2DMJ2hd4P3OjiWzE8mLKLUTa1+i5STjK5S6HajF2kuQxW9bdT3aGY0xT4M1\nKP0XrPkj8AuE6pNtzQIuQSJqz2LUqPf47LOZTfjOqe9xSsDUVncz1dkMBoPtgtBsbKdStyksLGzw\n985GH9FhafW9VAdY7aj/OzVr1izuvPNOXnvttRYHsO9KcNWWslkpxamnnsO8eQNIJs9Nu9c84E20\nXisjZr0vxhwHHIpSV2NtV6ClZ2ymUupt4F2P85UdrUHrdxhZOfoAACAASURBVIGFGHMl7YPiJAKK\nVyECkBAQQ6lctB6SAZxmqiXIwfMCYD8EoM5CACpofZB34GxN/b8O+AtQiNZxjImi9YkY82Myd6m3\nAfeg1HysDaLUJVh7NkJjuAz4CDgLKEA7/8a4JTihU3ADl4LvkEblcuxNdOw2TGI5umACpuvV0OkE\niTANfw3br4HwfHSX0Zgh10O3w2HD47Dydu99syKY0j7IK4JoDcQ8ADpsAlTugOpSMcJPjZ89HpvK\ny4Gkwcbi+PICWGPx+RWxmjj+YGM39ZlnnuHUU09t1ZQ8G5FTJuV98/pf+RV/m/o2E5OlS5dy9tln\ns27dOg+41nqZswEo7APjL4TtC2HdhxAqgFOvh6POhzXz4PEroGQDnHkJXHYjdO8FySTcfg3qjacI\njB1B0QO/IzBmeMPjhd/+D5UX/w5/XoDRT/2SosOaRpOGN5aw8Kf3U1e9FnNAARRZ+PwIWDge3Pbf\nf6WeAWJI6MhCtJ6BMRtRqh/Wnoz81tqqJEr9HmuvQSykALaj9V8xZgEi7vwF2XHYNyP7szlofaXH\nsX0R4cJnU7VoPRVj3kB4+pcDcXJyjmDOnA8ZMmRIk1sbY0gkEg3iqLa+C7vjq9qe7VR9fT1KKXJz\nc3e7Y7q7llbGmAYv2Q5Lq/+qOsBqR/3fqrvvvptt27Zx2223tfgxZ2vR01xEsjvK5q1btzJ27CTC\n4dYSX8oQXuU8jNlBYyzqicA+iICqiMxeoSBdzz9iraLt9Jn0clHqESCAtec2XCagdAOwHcepwZgw\n1kaQrmlPXLcI4c3+EAk0yLaSSBzpNzRyUA9sB6CCcHLfQesvPI5uitf1AmISnl4GiVJ9CWO24ThH\n47op14T07S8DrgSWy/adYVA4A5wB3mZSXdTpGBNDdb8UW3SpdFGNgfKH0RX3YmLb0QOmYAZdJQb+\nJZ+gl12LqV6GHnICZuKN0HkQvHcZbHgXug+AoYfB9hWwYY481vD9oa4KdqxD+Xz4T/kh7idfYneW\nUDBpH+JrtxAvq8YXdPj/2Dvv8Ciqto3/ztn0QuhNmiK9iQURsCAISBUbIkoVFBTELoqIKIgF7CBN\nBCwv0iwoiqAgCIINEAUMHekESNtsm3O+P85O6ibZaKLRb+/r2ivJzuzu7GZn5pnnuYv7rIuIKIHH\nZQ6XQ+8czFNPPkNCQkK+IifltwTIXZD+WZGTz+fLTA36Mw4BfweKY2Li8XgYOnQoixcvBhkJyg3h\nsaB9cN7V4E6FE9tA+aDDIOh1v7noePMuOLwLet0GIx+H6rUgLQ3GDEGsWU5UlysoP+UhwuoYZwGl\nFGcffJ70mQup1LkljV8fQlQ1Qw2wMtxkHDxF4tj3Ob5sE7pGTWgbBVWPwrdXwk+twBvomODBTDN2\nYL7rIGUUJlSgF8EFg9hYD3wKLPJPJ/6HEE3QOlifZxsW5kL1JEJcitbBCU8NvgGGIGUCSs0ke0hH\nePhk7ryzDM89NzHHI+z9we12E0zUanFYWtlFb0JCQub99vMG2zENWVr9rQgVqyGULiiluO222+ja\ntSvXX5+X25ndokdKmacYzU/ZbP8M5qQ/c+YsHn98Nk7nyxTcyfQBa4DFwAGEiEJrk6pkFPplkbIC\nWlfyCyvsQhaMIKkXJt3Jk+3mzufnKUzIQBxC6GxFaWWUqobWlTE0gUrkVCX/AnyMoRHULuC9pADr\ncTh2YVmnESIOratguLkjKJgz+z1CfIrWfyBEFbS241FjEeJptP4V02ltiymwX0KInzAz0zvR+hby\nWv+8gzH8P4yUfVDqfuAM0nEPSu2ByO4ItQvt/d3fRR0NCd1NF9V7Ao48gEj7DMJi0PUfgtoDwBEP\n+95E7nkRlXECedFdqItGg7IQXwxD/7EeWe8y1HXjwZmM/OAB1Ok/ELeORp/XBMfMJ1BnjhM1YiDW\n91vwbfieMu2a4jl0AveBY4THR+FLScdyq8yRf8UqCSxe+BHNmjUrtu9nUeDxeHC73UGpo/8JlEQK\n10svvcSTTz6NZRl7JMJiTOCAZRlbMSmhUm1IqAQ+L+z72dzXqTdceqURdJ1NgjlTEc5UYvv3IqJ5\nfVRyGlZSMr69h3CtWIt0SCKrl8d9/CzK6UbGRiNiYiA+DsvlQSfFQMJVcMUGqHkANraG7xPAsw8p\njwGpKJWOEPFIWRPLisWICe8DgqUQZEcSZj/LQMpqKPUwxoEjWChgHULMRus0jDXfDoyrSGFIQ8rH\nUGoRpps6MsA6u4mPH8DBg7/n6YraF29utxspZaEXLx6PB6fTGVShGMh2Ki0tDYfDkWdKVxSrrPye\nuyCELK3+NELFagilD2lpaXTq1IlXX32Vxo0bk5GRwZEjR6hZs2amitTyp94EUjb/VRGJUoorr+zM\nli0t/e4AhcFCiBFoHQMMw3QmTmASoo76f0/G4chAa1fmzXQQfZiC2IEQ9k+Z42+tHShlW1sdBrpg\nlPDBdju+xqj9R5HzxLMH2ICUh1EqBSlro9QFQBOy+LE/YGyghmCCCmwcBT5AiF1+CkVnvyirFnnx\nITAX091JQ8rOKDUUw//N/n8yQhGTEiYR4gFMWIBd4CvgDYSchFZnQViI6KboapMgvhOkrUEeexSV\nsR1ZqR2q3kNQuQNYLvjlEcSRhRAWjm79KDQfBEk7EavuRh//BXlRT1SPsXBkJ3Lpo0bl3/8h9HmN\ncUwbgzp5mKh778D67Xd8K7+mzKWN8aU5cW3fS3TVeLxJabiS3ZnvJCxc0K17D159+bVM25ri+n4W\nFRkZGSilChWm/FMoqRQupRSvvfYaj4+dgFYucMSY7mp8M8NXdh0w343yjSAyAZJ/B+0GNJSpaigF\nlg/ST4DPDRExhg5SphyUKQ8pZ+G75YhzqhK17H0cdbIuBrXPh+fxp/DOeQfhioLK6eh2GXCeQHxf\nCf1dC3DVxiRYZb+4/BwzDRlH4UlYYFwwfkSI79D6BIbecxaTJBVoXwz4SQHrEWI2RpjZCbgeKR8H\neqBUfoEpNtYDg5Eyzt9NzT1FyUJcXF/eeGNUQCqMTYGx+daF0b2C9VXNbTtlWVaB3q625VQwhXDI\n0upvQ6hYDaH0ICUlhR07drBjxw42bNjAypUrkVJy5MgRLrnkEpYuXZp5wvd6vWitS0xwtWfPHi69\n9AoyMoxQqXAcBu7ARCQ2DWJ9hRDzEWI/SuVnf5UXQqwHNqD1SIo2IlyC6Wq2RYjfgJNorXA4mmFZ\ntn9qfoXCFswovy9Grf89Sp1BylYo1QWjQA7UhTgBzEaIrf5C3kKI8mg9HyPIsrEVsLl6LfxK5W7Z\nntMDPIaQ80GEo6PGQtQAUGfB+TB4PzKepjoDUely9EVzIe48SD8AW0fAqW+QFRuhLnsczu8Oe1Yg\nv3kEdXYf8srBqGsfhh1rkB+PQzmTEYMfM53UVx9EHT9I9OihWEeO4Vv8CbFN6yDiY3B+u43oamVI\n25+E8iocERLlU0iHIDo2hrdmzqVr166loji0T6iBOkmlBSWdwuVyuRg9ejQLFiwEYRm6QFRNEGHg\nOQRx1aDdRCjXAFYMgLM7oeP90PlhiIqHTe/ColFQpSY8/jbUv8B+YhjTA37dSMSLkwi/vW+O/7nv\nsy9wDRoBGU3A6ggVUqHdWmiwE368BDa2BWcsROyCihsh3Afeo5BUFdwPE/gcnQr8hJTf+Sk0FbGs\nC4ArMfSjeUjpRalX8nm8DQV8ixBzMOKra4AbyKLh/I4Rff1K4O5qOlI+gVLvY0Sj9wZYJzcW067d\nWpYteydgJ93usNr0lYJ4qUXxVc0ucrIsi7CwsAL3haJ0TEOWVn8LQsVqCP881q9fzy233MKZM2do\n0KABjRo1yuyoJiYmMn369IAJVyWdif7II2N4/fWZOBxNsawLMd3M+uTHRxXCdBC1npDvOjnh9o/J\nzyNLFFEYNFL+DziLUsMLWfc4Rhx1ECGSscMKhLgarVtiOiCFXdX7gHUYukMa5n3dgbGQyu/AvAYp\nF/lPpK2xrFsxzgIaeBzTiRkLRCLlNJQ6gpS3+kf92T0tTwH3gFiBCKuDjnoSInr5zUo1uF5Fep5H\n4YMKQxDOdeD6Fa0sE+npTkJUuxB9zRtQ7SLYMgu5aRIq4zSiy33ojiNh0wfIFZNQngzEsCdNJ3Xq\nvagj+4gaORhtWfjmvEtk9QpENT+X1BWb8JxJJywuAl+aiU2NiA3jnKblEMpBhbDqvPP2+9SoUaOQ\nz/XvhVKK9PT0Eg/Y+Cv4qylcweLQoUN06dKF/fv3gyPOXOiElwGdARHx0HYCxNeE1SPAdQJ6Pg1X\n3AlImD8QtiyDLv1hxGSI89tgrf4AXrwTx4UtiJzzBrJqVvKcOnCQjN790QcdkNEDiIayp6HdOmiy\nHdbUMYETN5zN2shFAhLbgKef/450YIu/QD2AlBVQqilwNXkvMr0I8Qxa30Xg1DwNbPB3UlPQugNw\nE4GOBVKOAbqj1DO5lnyL6abGoNQMCqYYZUc6ERFXsX79l9StWzfgsVtrnenBWhgvtSi+qrbISWtN\nuXLlCi1us1tOlaSlVUxMTKhgLRyhYjWEfx6pqakkJSVRq1atHCMRrTXjx49HSsmDDz74pwVXfxaW\nZXHRRW1ITDT+flqf9nuw1kbri9C6GaaLaivrNVLeh9Yef+czGBzCpMDcQvB2Vm5MilMtsjxbPRgR\n0i4cjlNYVgqgcDhqoNS5/nWrI+UsoDxK3UX+fFyFUQJvQKnjCFEOaIfWlRHibYToglKDyXlyS8HE\npG720wL6oHVv8tptuTBpVT/7f78DeIGc7gQ7QIwANiEj26Eix0FYW8MlVApczyG8r4BwoKs/DeVv\nBxkOzl+RhwahnNuh/MVIz2GU87gpbKUATzrUaAa9x8PezYgNb6N9brhrAtS/APn8cNS+XURe1xmq\nV8V6dzG+pGTCKiSgXB5UegZhcRGAoFzDSoRFOEjaepiW19dmz9dJ9Ol9K+PGPhkwX7w04O8K2Pgr\nCCaFqzixbds2evbsyclTZwFpOK3hMSaMoPVYiCoL3z4OQsFNU+HiPnAiEd7sDalH4f7XodOt5rvp\nTIMHr4W9W4h8fSrhN/bOfB3tduO+fyy+hZ9Bxo2YpDegTDLUngk3JOfduJnAkesxSXJ7kLIsSjXG\n+BIX9h37AcNVn0+WuEpj/FpnA2f9RerNFHzBmghMwthrVQScSDkOpd4F+mOiZoNFOlK+jlLvMHhw\nfyZOnJDvsdume9nj+IIuXoriq5qSkpLZMS3snGF3TEva0sqyLMqVKxfyYC0YoWI1hNINy7Lo3bs3\nQ4YM4ZprrsmzvKQVzzt37qRduw5kZNgeiGcwitefMclUZxAiASlb+EdxVTF8sz4Ea/UixFfACrQe\nRcGRjWBGgMcwwqdNQHmk9PmFGmWQ8lwsqzaGrxYobtWDlK8C52FSoLIb7P+MEOvQ+ghCxAJt0bo1\nhldn4zgmS/wClHoA2I4Q89F6v9/Sqx9GSJW7GDoOPAf8gJR1UWo0hsu6CinvRKkJwCakfACldiGj\n+6Aix0CY35hcKch4EuF9Exxx6OoTofzNZozr2oc42B+d/iPyvP6oxuMgpjoc+Qz58wiUzwkNekHK\nYTi51RjI+9wQHm4ENkqZeE8pITwMwsIQPi9hVSrgO3EGgabqHZ1xJf5ByjfbaXrXZexfspXISE2d\nVpXY/WUSs6bPoWPHjqW+GPw7Ajb+KkraUzk/rFu3jt69e5Ph8oGM8CchS2g5ElIOwv7lEF8Z+r4G\nja6B9XPgw4ehZj14fC6c658KLH8LXr8Px+VtiJr+MqJi1gjdu3gZ7uEPQUY70FWBI1D7GxiUnneD\n5gIHIjEc8u6YxLrgIeUrQH2/0GoTQswCzqD1VZjjU7DWeWOArijVAyEGIUR0EbupGuOV/CRSlkGp\nQZQt+yZ79vyKx+PJd3+xLa28Xm+hvNRgCkWv15u5fwYroippSyu7eI6JiQlZWhWMULEaQunHmTNn\n6Ny5M3PnzuXcc/OqZN1uNx6Pp8QUzy+8MIXnn1+K0zmWvPuMF9PF+A4pD6DUaczILhIp6yNELFpH\noVQUphANfDOpUz60bgucxKRXpeJwuNDa7e/WGvGHELEIUcZvf3UYk2bTmOAFV+kI8RpCXIRSDYGv\nEOIwWochhF2g1gzwXm2cwhTkDowVV29MElUgYcU2hJiK1ok4HO2xrFHkNPjfgRC3oHUq4ELEPICO\negCkf4yqfOB8BOF7G8IqoKtPgnLXmyLCcwRxYAA67Vtk7ZtQTSdAbG04swW5uT8qbR/i8rHoVvdC\n6lHksptQSbsQN41Hdx4JS56Gla8gW7VHjXkV3noe8fFcYgbcSNj1XcgYeB/h8ZHUfKIvBx+ZQ1SZ\ncM7peD6/v7WJFj1qkXLYQ4JVhXfefp/q1U2n7N9QDLrdbrxe799eDAYL21NZCFFsDgFFxfz587nn\nnvuxrAzTZXVEmRAC7YOIWDinGXS4F8rWgBUTYfda6DUMhj4DMXGQchru6wRHdxM1+w3CumaN41Xi\nHjJ690EfPYVwx6Orp8HQtLwbsawM4mA82umBCuX8fNYwOHU5eBrnXT8P/gCmARURItlfpN5CsEVq\nFjZh0rHCMGEhDxbhsXuRcixa/47WgwEjWI2LG8W0aaPp2bNnvvuLLbjyeDxBWVrZhWIg6oBNF7CD\nMooioiopSyvb0SA2Npa0tDRiY2OJiooqkSnhfwChYjWEfwe2bt3KiBEj+Oijj/Jwk0rC/iY7fD4f\nrVtfxc6drfxK2cKwH5iFOVnUx4y7PYAXKS2EsDCFqQVYaG35f/cC4HDUBMpiWWUw3ZR4zCgvHiOq\nynp/QryDEUfcReBo1dxwYkIOfsFY3WhMOldrDA2hoM9ui1+pfwgTzWo4sOaEWCfXup8h5WyUOoGU\n/VDqTvIWs+8j5VSUSgM6IuRaENHomBchvBuk34/w/Q8ia6CrP+s3+BfgPQUHBkHqV8ga3VDNJkH8\n+eA8gtjUD31qE/KiYajLx5mR7scDIfETZNtbUH0nw+EdyOm3o6VGPz0HwsJxjLkVERdJ3PypuN6Y\nj2fZCuo8cjPuU8kcn/M5zYa34di3+0jedZTL72rAj/MPMeDWQYwbOz7PibGkL57+Kkp6fykO2Jy+\niIiIfzSF6/Tp04wadS/Lln1ib5mxR3PEQJg/SMLnAZ8LIqPN7YL2ULYilK0AW9ZC4k84unYmvM8N\nmc+rMzLwjJuIPukEXwuo9xPcdDrrhReXhehz4PxE2OOBrtk2alEFSLwuQMHqxhSHv6P1r2idjDkm\nWMB0siKNg4EGfkPK5Si1HQhDiGvQ+sUgH+/0W8+9i5kwjSPnxfTXNG/+KRs3ri5wf7ELVpfLhcPh\nIDa24PeQX6Fod1UTEhIyX6MoIqritrTSWpOcnJyZaJXd0qq0XkT+wwgVqyEULwYPHsynn35K5cqV\n+eWXX4r1ud977z0+/fRTZsyYEfAqvCRPbjt27ODyyztmowMUhlSM12A7jOdoMNgHzMFkcwcr0FFI\n+QZQDaXseNOcy43p+E9IeQylUpGyKlo3RutKwDKE6O73Rg2EFIx5/y8o5fXbTnUik3PHy8B3mBF/\nK2AmQnyM1hZC3O0PMchtSD7XfyLzYOIb78CcyBQwAZgCwgsiAs57HxK6miLVlwIHhkDqCmTV9qjm\nkyGhicmI3zwYjixH1u+Kuvp5KFsHvn0esWky4pwGqCEzoEItxCs3ohM3IoY9hu57D+LRfvD9V8SN\nHYls3ZKMfqMILx/DuS8MZv+9MxDuDJrdezlbJ31JzRblqNqoLNuXHGPOjLl07Bg4ttIuBrXW/+/s\noooTJc1JLyqWLl3KgAFDUcpn6CfRF5tQCu8+qNodqnaBw8vg5CpQHqjcwlBLvOmQcQQc2nRpI+zP\nW5iz6enTIC+Cikch3AvecDjVGjwNoOYcGLIv78bMbABH7gD+QIhdCPGb35M4zu/p3AKTPheBlFOB\nZih1RxDv0oNxCPgII75qgqEMuIBnMNSdgrj1GlgJjPOP/J/EXLDnho/o6D589dWHNGvWrMD9Jbul\nVTC8VKfTmYM6YHNDo6KicpwbiiqiKk5Lq4yMjMxiNvvz597GEDIRKlZDKF6sW7eOuLg4+vfvX+zF\nqtaa+++/n1q1anHnnXfmWV7SEZPPPfcCU6Z8RHr64xTcgbSxFWPSndvfNH+YWNN1aH0vwTkKADgR\n4nWEaINSV2HG9JtwOPZiWWcwJ6xG/pF/XXJaXv0BzEKI69DaHlXaAqsvUOqY/7HdMIr+QJ/rYuB9\nDJ2hKibysQc5O70KmIGUMzBBTU9hUnIisi1/wgjHZE2QFyBZhVJOqDISXPsg5SNkpVao5i9A+ZaG\na7r1EcS+WYgqzVCdXoVqLWHvauSKIaYYHvwGXHIdLH0GPnsReWFb1Ljp8P1a5Av3Et64HjFzniPj\niSl4Pl1FnbF9UUpx+NmFNLjtIrxOD/uWbKHD6MYc/C6ZeG8V3pn7HtWqZefx5kWoGCwe/NMpXIGS\nxk6ePEmHDh05duwYiGgIrwLaCSoV6j8IdUfA5tvg9AZoOxYufRAc4bD2CfhhKnQcCTc8DWH+z3zf\nDzClJzgbgXUVOXjmtWfDoP15N2xeNOyzECIMISqgVH2gNYGTqpKAV4EHMI4mgXAaIb5A65V+hf/l\nGCeBrP1diFcRojxKzcrnOfYh5RNovROtB2LEW/nD4ZjPDTdkMHfum4Xaq/0ZSyswhaJNzQnEey2q\niMq2nPorllY2vzZ7l9auuUIiq3wRKlZDKH7s37+fHj16FHuxCmac07VrVx555BHatGkTcHlJcQZ9\nPh8XXHApBw5UQqkmmLF2DQpS5ko5G/jBb8sUzPYopHwLcKFUMHGsKRix1a+YzmwURkRVx68cro9R\n8RZ0ANyPUXNci+nU7ERrB0J08xv951do/44Qc9B6L8Y39RBSNvOLL+zHKExi1dtAJFpPxPi1Zi+O\npiLkZBBl0FEvQXj3LOV/+vVgfQm4ETHnoJtOgJq9Yd8CxI6nILosuvPrULcTJB9ELLsZfWI7ovfj\n6G73w94fkdP7mcJ1wmxo2BLHyO6oA7uIf20CokY1nLfeQ1TVBM5/4272jpyG+9Ax2rzYgy3PfIkr\nKZXWA87n5//9wR0DhzF2zBNBXwiFisHiwd/hEJA7CS9QPHPuiGYhBK+99hqPPvooSL8FlhTGmaLp\nRIirBz8MgMgY6LEAalwGx7fBoi4QXw7u/RCq+v2GU07AlG5wNBHpBdCGHlTNCcMCnHK/EJDeEX65\nGnQwn8lqzATkZbIs5zSQ6B/1/4yU1VHqOvL3iU7DWM/NAS7Kdr/Tb0E3H5N09yTB8efPEBXVj99/\n306FChUKnY79WUsrr9dLdHR0vgVuUURUf9XSyn58dp9XO242IiKi1O6DpQChYjWE4kdJFqsAx44d\no0ePHixcuJCqVavmWV6SauJvvvmGrl27A+URwuvnW0YgZQ3gXJSqjSlga2K6HB6EGI3WdciymSoM\n6Rg7q4swPopgaAWJwEGEOIWU6ViWE/AhRDmkrIplhWO4qEPJyyHND6eBrxFiByZVKwHTCW5O/sX1\nl0i5FKVOIWU3P/3gHMCFlPehlOnWwjcI8S5QBq0nYbwcsx+M5yEdj6E0EP0ChN9ihFMAniVIzyi0\nCEPXmAYxl8CxZxBpi9HuE6AtqH4xXDsdKjWFT4fB70uQra5H9XsBImMRr9yE3rkOOfgh1B2PwqzJ\niAUvEtW9AzEvPUH6iCfwfPE1546/DUe5OPY/MJNzrjyPihfXYOvzq/Gk+3BESCJjInj2qee4445g\nxqg5ESoGiwfFsU/bRUHuaObcRWnupLFgXu/UqVO0bduOP46cNR1WRyxElIUWr8DJNXBgLjS8GTpO\nMWlZH90Cez+DW6fAVcP8NBcvLBgFGxaD52qgGkQchnqr4aYzWS/2AXD2cui6H6SCld1gf91Ct9G4\nA5yPUsOA7xDiI7Q+hQkEuYXgpj/zkfIUSn3o//tLzMg/DqXGE3jknx98OBwj6du3JTNmTAey7NUK\ns7Ryu92FjuNtX1Ug37SqzC0pgojqr1ha2eLB7NxZpRQOh4Pw8PBQVzV/hIrVEIofJV2sAmzYsIGx\nY8eydOnSgDnTTqcTKWWJJPZMmfISkye/h9NpJ7bsx2Ro78PhMF6sxoA/HCmro3UEWicCV2CiQ1W2\nm5XnpxFg/YHWBxAiBq2NOMsUpdWwrCoY/9LKGH/S7AfsL4GfMGky5fJ5B6ZAlXI3SqXgcNTDslph\nBBhzEeImtM4dM+sCFiDEerQWCNEPrbuRt6vswUTOHsAcKuZjOG/Zt/FjpGM0SiVD9DMQcYcRrQD4\ntiHd/VDWQUT1iegKd5plvhTEwZvRaeug7p2gBTLpK1T6PvCmgbIQ9S9DX94fTv8BX76OOLcB+rl3\nIcOJ4/7e4E0nft5UtFI4bx+F9nqp9VgfTn/yHWfX/wZaIx0SESaJr1UOERFOVKpg+dKPadiwKBnr\nuT4Rjwe3201sbOx/uhgsSRTFIcDmOAbqlgoh8hSkdpf0r75vu2v29ttv8+ijY0BEgXRAbB2ocbMp\nWH1noPMb0LgvJH4Cnw2Euq3grncgvqJ5om/mwoL7wNMLaAIRO6Dihiw+a1IUwrMHrUdDk33QcQWc\nqApfdoVTgfj0HmAXJsZ1J+BAymi/qLIHRXMH8CHEI2g9HCnXoPVv/pF/n6J8UsBahHgN8BAXJzlw\nIDGzq1nYBZ7tEODz+Qq0tNJac/asCVoIpggtiojK7pjaAqnCYDsV5N4W+wIqFApQKELFagjFj7+j\nWAWYPn0627Zt48UXXwzIRUpLSyuRxB7LsmjXrgPbt9dFqQ75rKUwfNAdwF7/72f8BacDrQUg0Bq0\nlph9UWI6j/bPDOAoRnBVjeBoBCDEQuAEOSNZk4CvkHKvv0Bt4C9Qm5KTw3rAb2vVA6VuxXi6zsQo\ng+ug1O0YH9XcB3MX8ApCrAGqo3VfpJyD1g60XogRznkpWgAAIABJREFUX61HyqEofRgRPRYdMdJw\n/gDUaUTGrWjfN8hKw1CVn4Qwf7F9bBLi1HOICq1RLd+E2HPBdRL5XQ9Uyg5oM8ZQBg58Bcc3ARrC\nwsDjAo/HjGaVMh6qWoNSyMhwZHQkaI1WmvjLm+Pc/BsR0Q6uWX4Xvz2ziqh9Pj5cuITKlYMR1BWM\njIwMLMsq9cVgSV3gFQdyj4mzF6W5x/dCiDwFqX0rSWSnfiQnJzNixN18+ulycMQDPrAyIDzWiK+6\nvQWx1eB/10DKbhj+PjTzu43s/R6m9IKMZmC1J+e+r5HyA2Cv8Tp2SGi1AdqtgV8bwdpqkH4IKY8D\nqSjlRIg4pKyBZSnM8ehpzIVzUeDD0I0WYo5lF6P1MwRvmQfwI0K8ApxC6x7ATcTGTuT55wcycODA\nzLUK6vbb/3e32w2Qr+uG2+3G7XYTFRUVdBH6ZyytCqMk2LA9VcuWLesPmTGFanh4eKn1ZS5FCBWr\nIRQ//q5iVWvNkCFDuOyyy+jXr1+e5SWZ2LNnzx4uvfRyMjIexAQBFAaFlFPQ2uf3GwwGGinfB05h\nolWDLXIUUs5G63C0roiU+3IVqM0o+ARzBHgRQ2M4i5RXoFRfzLgwN9KAqcC3SHm+n5vb2r+tCpN+\nswjEOaCPIGLuQ0c8BMJvcK4UuO4F7zxkmStQ1V+BSP9IM20j8nA/lHLBhTOhuj+SdsezkPgssm4n\n1DXTILYyfPcibHwKecn1qH6vQUYq8sWOKG8qjJkO5SojxvZBOBRRi+eitm7HO3oMVe/qScVBndnV\n4X4qNKlKmxl92Nj/fVpWa8TcGXOKrXD7NxaDpQV2cWJZFpZl4fF4MlXegbik9vj+n0KgzuC7777L\nsGF3YfY7JziiMRdVUVC5GWSchpS90HYA3PqScQxIPu7nsR4ETxWMJ3MYhu/tAL73/10DKZNQUSlw\nRQY0F4iNVdEbW4CvJub4lPX/FGIexjrvEfJPsbOhgT3+NLvNSBmFUudjxFS9UWpQkJ/KLqR8FaV2\nY9xRhpDV0d1G9epz2bnz5xzFZEHdfvs7kZGRkUfAZC9PTk4mNjaW8PDwIhWhRRFRBduNtakAERER\nmc8NIIQgIiKiVF7AljKEitUQihd9+/Zl7dq1JCUlUblyZSZMmMCgQcEe0IoOl8tFp06dmDx5Mhdc\ncEGe5SUpuJo+/U3GjXsTp/MBCj/oAyQDT2B4qJcF+SpuhHgdrWtSMOdVYTitv+FwHMOykjG+rQ6g\nH4UXqGC6r8sQIhGtFQBSNkepSeT1cE3GxKRu9idXjca4BWTHEYR4CK23gYgHLIh5BcL7GW6qeybC\nMxbCK6JrvAlxV5iH+VL9I/+1yAYPoho8ZkzZU39HbuqJ8pyB7m9D3Wsh7ThycRdU6iEYtgBaXAtr\nZsPC+5EdbkA98jps+BzxzGAie3Qi4vXncN3zKL4Pl3P+/EdACPYNeJaGQ9tSb0hr1vacQ//etzLh\nyaeK/ftSkt3+4sI/GckaSHlv37IXokAmraK0dqTyo34cPHiQVq0uJTVVYU6lGlO8ljUdV50MlhfK\nnQOV60KVerD5A/B6EZ6qSBmN2a99gBfLOokZ83fG8MarQPmz0HElVD8Mq6+B7c1zibB8SPkSWrdD\n6+vyeQfHEOI7tF6PEF5MXHNnjJsIwB5gBvAOBV+sH0LK6Si1GSO+upssgZcNTWzsI8yaNY5evXpl\n3VuIH7D9fcnIyMgjjnK5XHi93hzWUMH6qtr7qZQyKOs5l8uF2+0mPj4+4DHDFnvZF4Hp6emZNl1R\nUVGllhpUyhAqVkP492P//v3cdNNNLF26lAoV8ooESoqPp5SiQ4dr+fHHKlhWlyAf9QvmIH83wY/h\nTmJMvbtivBPBiLB+wah5T/s5slE4HHWwrHMxcavxCPEGQlyMUjcSeH/3AWv8nZMkHI7mWFYHDD0g\nDSnHA1VR6gUMp/UUxo7rZ6S8BKXuJa8dzlngUWAjDkdPLOsp//bMRsin0KIKQrqMafk5U6HcbVnC\nqmPP+kf+l6AumAFx55nu65Z74NA8ZItBqCsnQ0Qc/PgGfDMGeUE3VP9pEB6NeLkbev8PMP5tuKoX\nPDUQvl5CzKuTcfTohKt9T2RaMo0+f44T81dy4pXFtJ1+C7G1yrK+z3yeHT+RgQMGBvl/KTr+yWIw\nWNidwZISXOXHJ7U7pYHG97n32387D9jn89GuXTt++WUfkAYyFsJrQM2ZkDQPzr4DEeWhTFPwHjNc\nV+dpULeQMwHOiRCvIEQYSg0lB12g1n7o9LkRYX1xLRzInv53FCOCvAdo5L8vBfgeIb5B61NIWc1v\nYXUxgShIQkxDiHL+Y0NunELKWSi1CiGaGH4tZQv4tDbQsOEX/PDDuhyfVWEWcNkdAmwuqM1VzT2e\nL4qSvzgtrdxud2ZX154IpKWlERcXV2pt7UohQsVqCP8NfPnll0ydOpWFCxcGjNorqRHsoUOHaN78\nYiyrOZZVHqOmL+v/mYAZpefcHinfA7b5C72CTrReTFGajhFN/YAQFREiHaWcSFkJOA+l6mAXp3lx\nGiGmI4Rt5m/jgN+8fz9CxGOSudoGeA4fUj6JUj6/h+qvSHk5So0iLy3AhUmq+RIp2/o7stlTdk5g\nbKu+BxGBjG2Oqj4VYi+D9E3IP241vqoXzoTqPcxDTq1H/nALOjwa3fNdqN4KnKdNN/XMbhg6Fy7s\nBbvWI6bdgKhdDzV5IQiBvOtKhPQRvXQeOiUFd+/bKXNZI857Zwx7+0wg/YcddP5sOMk7TrD14eW8\n89Z82rdvX8D/o3jwb4lk/SspXDYfrzA7qD+jvLfxb+EBFyQKsyyLnj17smbN90A6iBiIvxoqjoA/\n7jTc61YfQLmL4cyPsPE68DYE1Y2saU46QryMENEoNZgcxxShoMl26LASjleDLztBUiX/wrXAt8DN\nSPkdSu1GyooodTFmVF9Y99+JCfGYgKH+AKQi5QKUWoKU5/qPcecE8WlZxMSMYsmSmVxxxRU5ltg8\n4KioqIATCfu7ZXup2uKr7F1VG0UpQosiosqvG2sXzrlFVRDyVC0iQsVqCP8dPPfcc5w+fZpx48bl\nOQgUdsD7K5g06VkmTpwI1MHh8ABulHL7VfwejFl+PFKWBcpjWfHAV5iDeBOESEPKVIwYIg2t0zGF\nnwLCEcLclHJjXAP6YYrTYL07DwNvAdcBSUj5MybJqg1KtafgmNVtCLEQrf/wv/YLQK9c6yjgeYRY\njBD1UepFjKAq+/L7gPeRYV1Q+iXQCaCHg/gYwiqC7zCiwYPohmMNn095YFMfOL4S2fZR1KWPGmP1\nLXMQax5ANG6PGjTLKKjnDYcN8xF3jkff9gB8tdSM/Xt1IeK1yXjenIfnmeep+cTtVBxyLTtb301k\ntKDT5yNIfHMDR9/ZxseLP6RRo0b8XXC73Xi93lJdaLlcLpRSBY5Cc9tB/V3Ke/u1/0s84N69e7Ny\n5TrAaxwwKo4EKwnOvgfn3Q2NnwErHTbdCGe2gVUfY5FXHUhAiGlAfDZOfBpm3z8OYceg1SFoexZ+\nDYe1AtK9mMI2DLgQ6EbgC96CsAIhfkDr+X4rrHlIWRml7iEwx70gLKdhw+/58cf1eZYUNpFQSuH1\nevF4PCilKFOmTL6Ti6L4qhZFRBWoELZH/nFxcZnrhERVfwqhYjWE/w6UUvTp04cbb7yRHj165Flu\nH/CK2/NSa02vXjexbp2Fx9M911IfcBwzdjuJ4YWeRQgnWh/DjNYrYiygymC6seUxnofx5Oy8+pDy\nNaABSvUMcutOARv8Rv8Z/te5GVNM5negVsDnSPklSqVh4lh7Ah8Dy4HxQG//urMQYg5QEa1fADqS\n87iyACHHApXQYhaIbEEOaiboh8ERhxAZaEckot696IjKiN8egnJ10d0XQIX64EpBLL4WfepXGDwL\nWt0ESQeRL3ZEaw/6xWVQvwU82R/WLiPmtedw9L0ed+/bsTZupsHS8cj4GBKvfZhz2tenzaxb+GHE\nUiL3uPlw4dJiUfwXBYXx8UoDso9gIyMjg1Le5x7f/x3bWBpFYdlR1HCIRYsWMWjwMLR2gIyCisPh\nzHwIi4BLF0HCBbBzAiROQago/37txBSdDrKs8DRCxCFEAkKUx7LKQUw0XLkPmh6ADW1gU2ukegNo\nilIFJ04FeGfAIeBNTBBJBT8V4ZIiPs8Jv2/zKqQM56uvPuWSS/I+R0ETieyRrFrroH1VgylCi2pp\nZQu7pJSkpqaSkJCQub02/zokqioyQsVqCP8tpKSk0LlzZ6ZNm0aDBnmv7G2u258db+aHkydP0qLF\nxSQn3wqcH+SjNgFLMfzV/FOwcuIsQrwJdEbrQCcF217mJ6Q8iVJOHI7zsaymmBPYZxieWssAj3UC\n7yHEj0A0Wt+MEYNl51VtwCRStUWIbWgt0XoyRvyV/QSyFSkHodQxcEwFBmTxUtU+pOxlwgMqvQlx\nNxlLqZQ34cyjoF0QHg3tX4AGvWHvSsTqexD1WqOGvA0JVWD1NFj8CLLTLagHX4G0s8g7r0Q4fEQv\nm48oE4+rfQ8i4iNo8Okkzq7YzMH736Dl2C7UG9Kadb3n0qJKQ96e+dY/1pWzi8Hw8PBSU2gFGt37\nfD6AHPZPucf3/yT+TTzgolwop6Sk0KZNG/YdOGnSsdDmlF13JDR+Gk6thU23Gmsr3QHTST2N8Uq2\n0Ho4+U5fKpwyIqxqR2B1G9i+GkFvtM6bCpgTqcBOHI5fsKwdCOFA63jMRfjLmIlPsNiPlB+g1GaE\nqI3W/RFiL5deupfVqz8L+AiXy4XH4yE6OjpgsEP2C6fCphZFKUJtEVVBvq427EJYSklkZGQmL9Xu\nqkZGRpZa+k8pRqhYDeG/h507dzJw4EA++uijgLyljIyMQsebfwYrVqygf/8RfneA4AogKecBh1Bq\nRBFeKRETYzMAk1R1FiNm2o1lnUGIGIRoholbPY+cnNnNwIfAaLKEUYcRYj5a70bKev4Oy4UE5tOu\nRIgFfqpCFKZ4rZNteTJCDEDr9ciw4Sg9DoQ/r1wp0PcCc5EJfVHlXjAqaIDUDxCnhyPKtETVfQ6O\nzkee/RSVfhC0D6o3hpuehdoXImb2Qx/aAhPmw5U94csPEBPvILLXtUS89iy+tRtwDxhOxesvp870\ne9l/96ucXriaq/43iIR6lVjTbTa3X9e3RBT/RcU/FcmaX5JTbuW9/flkZGSUavX9fzkpTCnFAw88\nwMyZs40vsdQQWRUunAMxtWHjjeCUYN2OUdpn+DmsKShl22Xlg9r7jAgLF3yRDAfvwRwzMl8dw2//\nDdiK1qdwOBKwrFoYnmod/3rvIUQKWk+lYGcUDfyKlO+j1O8I0dAfKmDzaH3ExDzKhx/O57LLLgvo\nDmHXJ+Hh4QEvmuwOa2RkZKEXooUp+TO32k85UUoF1ehIT0/PLG7tfUYpRVhYWKmNXi7lCBWrIfw3\nsXTpUt59913mzZsXcGRUkMI0WAQyJR8x4l4++WQ/LtctQT6LGyGeRetzMWkyhSEd2AesB04iRCxa\np/sN+5thlL0VC3mO9ZgOa0+/sOK430v1BqB2Po/5HCn/h1Ie4E6guz/JZjuGD9sFGA9iJlJehuJ1\nENk6zOorpOiPdkSjKy+AKL8gQzkRx3uiXZugwStQbZCJnjy7EfHrdej42nBOJzj5LSJ5BzrNdJlE\n7QaIC9qiTp+AjSsI69aZiKG34/t0Jd45CyjXrTUVbrmaY8+/T+qPiZRvWh00pO5L4qUXpzBoQMnZ\nqRUVJVlo5ccnLYryHv5/iML+DvxVZ5IVK1YwYMAdpKcnQ1ic6biWbwPJP4PlAqs8hivaECG+wiTh\n3UWBXFShoOkv0OFjOOqDVYMgyYXDsd3fPQ3D0HyaYUb8gY6ZPoR4HrghHzsshYl4/R9an8BMdvpj\naFC5sZYWLbby+ecfBfyOgrl4klIGTH6yv/P2PlWQRsEuQoPxVQ3W0sqmAkREROSxygqJqv40QsVq\nCP9NaK0ZO3YsMTExjB49Ol/BVTAdrfxUzdm7UPbB1Ol0cuGFrTl+vANGCR+O6VAWdIA6DLwE3IjJ\n1vYCB/23Y0iZAjiNOT5ehCiDlJWwrHTgDPAwhu8aDA4DKzHdWS9wKTAKw5UNhM+QciFK+TBFai9y\nqoQXAa8AMcZVQMwEeU3WYpWG4Abj11hhHDrh/qxo1dQliNPDEPHNUY0XQFQNc/+ue+HobMTFY9Et\nHjaRlT89Cz9PhKsfgjqXw+6v4ZspEBaGo2JlQGGlnEb4vITFxSLCwvClpiC0JqJZfbQQeDdvZ9ab\nM+jTpyjRkH8P/go9pajK+4KK0oJQ2iNZoeSmJsWFosTGFoStW7dy222D2bt3N6CMKFH7QHkhIh4q\npkK4Aq+EUxI85XE4JHass/FRtvw/FVpbEGbBpRa01fBLJKytD84rCH60nwgswBwPqvvv8wJfYVL1\nPGjdDsOZL6hDbxET8xiLFs3kqquuCrhGYVzl7JZWhfFSi+Kraouoso/3cyM9PR2AmJiYzEI4NjY2\n5Kn61xAqVkP478K2hRkxYkRAS6LcHa1gu1C5lc258fXXX9O9e29MN8E2/3Zku4X5uxVhCBEOhKPU\nSbJM/D1ANA5HRbSujFIVMYKrCpii0j7gKaScCcT7hQ35deVOA18g5W6USsfhaIllXYoRR6zABBVc\nmOsxy/18MgXcBfQkL//tV6Qcb3ipIg6IAPk+iHb+zZuG4HFE9IWoinMgvI7/fpe/m7oR6r8E1YeY\nbqrrCHJrR7RORXdeBpUvBp8H8Vkn9JltMHAZ1L0SDm9BzO6EaHAx6rGFoDVy9CXo6DD0+5+Cx4Oj\nZztiLmtGlYXP4fz8W1LueJoFs2ZzzTXXlMoiBgovtPJT3pv/EQG/o8WlvLdf/98iCnM4HP8Jh4DC\ncPToUdq378ChQycAB0TUg3rb4SZv1kqLoiHRA55mQEPMfmzfIjCFY4T/7zCIXQpX7oQmYfDtVbC5\nDfiCHV3PQwgfWo9HiM/ReglSRqNUZ0yoQLDF2nqaNv2B775bU2AHs6CGg1IKn8+X6XFa0NQimCLU\nhp1GFahra/NVbVGV/b+OjY0ttd/HfwlCxWoI/20kJSVx7bXXMn/+fGrVqpVpWxIXF4dlWXi93kyb\nnexdqGBGowVh/PgJvPHGJzidt2NETx4gA3AHuHn9PxMR4ixaj6Bwj0MbHqR8HaPmvSHb/U6M3+lv\nKHUWKRui1GVAk1zPvRbDYX0U02X9CCmXoJQGhgPdyVukHkOIx9F6p19EdQ+mszsJmI9w9EGIzSh1\nGCrPhNgbTDEKkLoMcXooIr4JqvE7EFXT3H94Luy+F1n3OlS7aRAeB0nbkSs6QYU6qAFLoUxV2PQW\nfDwKeeMDqH5PwuFExMNXIFpehJrxLuz8FXlbNxJu7UrF1x4h7d3PcD70Mp8sWpJpTVXaCy1bmJG7\nIP077KCC3cbSJArLjX9DUlhxc5XT09Np3LgJpyKSYJjKu8KsGnD4JNAGQ9kpCBZSvo2ucArdoQpU\nOQaru8D2FuQ/IXJhhJ2/AbsxziWVMGEkl/6Jd5SMlA8ydeqzDB06NN+1CqPQKKXweDx4vV4SEhIK\n3EcKKkIDvW5uNwG74I2KisrcN+wLzEB0hRCKhFCxGsJ/E1prDh06xI4dO1i5ciWfffYZ8fHx7N69\nm6pVq7JmzZrMQtTn82WO5YprTOPz+WjT5ip27KiJUm2DfJQHIV5G63MoOFo1N84ixAy07oA50fyM\nUqeQsjZKtQFakDfiMDu+BRb5+a8OTJHajbxFagbGtupbpOyEUo+RNe4DU5TfCXwDuIzSv8wwU6gq\nF+LEdeiM9Yj6U9HVh/rv9yC29UAnb4T2c6Guv+D+5XXY/Cjy8pGoLs8YKsDCwbDtA3jkXWjTC75f\nAZP7IPsNQY2dBCs/Rd47gApjh1L24UGkTvsA77Nv88VHH9OoUaNSZ3MUiPMcyA6qNCnv4Z8ThRUF\n/1WHgMLQ8Y6ObGywMe+C1cC5UfC7CxLrQNIwChZCefy+rVHo2tdAp09BSVjZDQ7WBH4HdiDlH2id\ngtZOhCiLlLWxrEhMiMnTBBcIYENh4qK/xLK2IWUC1auX4bffthT4+QRjaWX7rxbGSy2qpZXT6aRM\nmTJIKTOdCuzXCHmqFitCxWoI/y1s3LiRUaNGsXPnTuLj42nUqBGNGjXK9N8bO3YsVapUyXFQK6ki\nZt++fbRq1RancyA5i7qCcBJ4FdPRbF7IuknAdmA/QpxEaxfGhaAzcBH581BtHMdYZ+3GiCacCDES\nrfvmWk8BryHEMoRohFJPkzOZCuAThHgSqILWbwPfIRxPQngddFx/RPIERFwjVJN3IcrPgUvehNje\nC8rUQXdaBHE1QfkQX/RCH1sPty+Ehl3A40ROvxydcQI98Quo3RiWTIUFTyAmTEHfOgjefhMxcQxV\npo+lTP/uJE+ag5z9EauWf0adOnWy3om/0Po7i5hgOM/ZC1Kb1/j/rdAqbvwbRGF/1iEgP/Qc3pPV\n563Ou2AWEFcd6p+Eel7wCUiMhsRY2B8HvmiM73IU5hhiX9x+AdQEUR2a7YAOp+GwhlUxOJLrYFm1\nMQVpdXJObJYgxFG0nkThU6IzCLEWrb/0W27Vx/g4lyc29jUmT76HwYMLFkS6XC68Xm9Azre9/7lc\nLhwOB7GxgURdWchdhBaEjIyMTFFfSkpKjiI35KlarAgVqyH8t3Dy5El2795No0aNKFs2K4taa83I\nkSNp0KABQ4YMyfO4kipi3nnnXe677ymczgI8D/NgG7AYwxUt57/PDewAfkfKk4bXqX1IWRWtz0Xr\nmhgLq1XASKBuPs+tgE1Iucrffb3YzyerixnhvYKUfVFqOOb4sNTv6xqP1k9jYhiz4yhSDkWpvcDz\nwDCyeGkp5nlFGkSUg5YrIa6pWfT7A3DkTeRFY1AXjDGd0+Q9yOXt0fHl0YM+gXI14fgO5Iyr4dxG\nqCeWQlxZmDIINiyBtxZB26vgmTHIBTOotnQqMR1bk/zoq8Qu38CXHy+nWrVqeT4Bu9Aq7iKmuDjP\n8O8ptNxud6YBemnE/weHgOxY8dUKHp75MHsv2pt152IBv2vDRALgZqiyD+r9BPUioKoHDiQgdscj\ndkcjkhVauwEXWrvROg3Dr2+DdlSF1oehzfewrQWsbQ8ZgaY2CilfBVqi1IAAyy2MF/NKlNqFlFVQ\n6mpMWEn279IBEhLeYteuXwLaENqw+dRa64Cc7+yhAVFRUYXyUu0itDBfVfvC0uPxEB4eniepKuSp\nWmwIFash/P+Bx+OhS5cuPPHEE1x6aV4eVUkUCFpr+vS5jVWrTuF2Z7em0mRxWb3ZbvbfX2A6p2WR\nMhWl0hEiASntbkYNoDJ5BQtfY8b6DwNVs92fhik8f0VrB0J0QesryWtpcwghJgEXIsRelEoFxmKc\nCrJ30BRGmLUEKa9HqanktMxagpB3IhyNUGFTwfcUWF8jKlwFrr2gUtFdlkFlf7DBznmw4R5kq4Go\n7lNMWs9P78HSO5E9RqAGTjJCqoevRJ3aDx98DufXRwy/DbluJeesmklki/qcHfEslX7czefLPqJC\nhQr5/l/+ShGT3+i+ODnP8O9R39tq59K4jYUVMaUBxS1c+2z1Z8xYPIMMK4NIGcmQnkNofWFrbr+9\nPxs2fOtfS2D21ySIbg51m0O9HXD+DkiPh8TG5nbwPFAnMIb/zcm014tNgyu/hia/wPorYHNrsHJf\n5J8GpmFCSC7w33cCIdag9VdI6UCpRhiHkfynQNHRCxg+vB1PPz2+wPddmLiuqJZW2aNSCwsXsDnS\ndtc25Kla7AgVqyH8/8KRI0fo1asXCxcupGrVqnmWl0Rm+9mzZ6lXrzFOpxdToPowxZ703xwIYX4X\nwpH507LsCMWbMKO2YCkKyzCcsjHAEaRcjlJHkLI+Sl2LCQPIrxj/HiHeR+uzmHHgaqBKrnVWIuVj\naJ3gH/lflm2ZEyF7oNVmiJoCYUOzxFXuV8HzEDgkouz56JaPwbm94avb4Y/P4ZZ50NzP1V16N/w4\nD+5/C668GZJPGcV/pQrodz6CsuWRN3bEcXgP56x9i/CaVTjTfxx1DiezfNGSArswUHiBkFt5X5gd\nVHEr7+1tKA6bo5KEvY1SylKrdi4uX+WSxJ/Zxuyc59wXT/lF4AI8+OCDzJgxk6xTeRRCRKL1SBAV\nofpBqPebuZU/CXsbQGJ12P0VpLXE8Nn9qHgCrlkJlY/Dqk7wa1Ny1hUbMRfQtyHlWpTah5TVUaoT\nWQVsYThNdPTzbNnyPTVq1ChwTaUU6enp+YrrimpplZqaSlhYGDExgTn/2V0EXC5XDnFVyFO1WBEq\nVkP4/4d169Yxfvx4li5dmufKt6ROvqtWreLGG/vg9fbBdESjKFjgACbacBpGTduxCK+2B1iIKYgF\nUnZAqQ5kpcQEwhqk/Njfwb0Rra9ByqfQOgOt38ck1ZxAiGFovQshnkbre8jpl/g+QtyNCLsAFTEP\npF/przwITy+09S3UmA3xPeD4k4j0BWh3Eigf9JkDF/cHZSHfvBKVvB8mfgHnNYfdWxCPd0Rc0R71\n8hywLBzdLiM8UlF99UxkXAxnbnqY5iqKRQveDfr/ZnOVw8LCCAsLC3jC/yeV99m3sbSIwgLh36S+\nj4qKKvXbmFu4VlJCvJ9++okHHniMzZvX+e8xdnoORyxax6BUWYgtB/U01DsD5yXCGQ8k1oDErnD4\nHNAScMG530OnDeCzYGUcjiMarTNQyo05DkUAF2O6qAWJPQMjLGw53brF8t57bxe6bmHiOtvSyk6Y\nKmiKZrvH5EcdyC6qsteNiYkp1XzzfylCxWoIpROHDh2if//+nDhxAiEEw4YNY9SoUcX2/K+//jq7\ndu1i8uTJAbtqJXHyffrpibz66iKczr4E7zd4CJgP3ArUy2edNAwP9XeUSsIUqA1R6hBCxKH1WAKn\nziiM6f9KlLL8r9GJnB3c5zDK3k4Yr9YuKPUjqs9uAAAgAElEQVQaOSkGKQjRA83PEPkKhA3M6qb6\nNiO9vdCRNdE1FkOELa76CHFkALpCa1PMpm9DWz6IiDBxks+vgTpNYO0H8PIQ5PD7UPc9BqdO4Oja\nmqiGtaj28cugNKd7jqZd5VrMnzk737FbQSd8MB6lYWFheYzzSwNC6vviQWnfRq11JhUpPDw8x3c2\nkBDvz9JLcmPnzp1MnDiFpUvf898TA1yJlBkIcQylTphJiwyDmtIItOorEz61W0Cigj0xCHd5aO5A\ntz8Gf1SCVe3gTB34v/buO7ypun38+PucNOmmIJsWbQsIFJQN8lPKkjIEBGSKDFkVBeSRqeiDKG5B\ncYtfQQHFwVSkKKLgYjwgCgplCjJLEQS6m5zz+yNNaJuUpm3SJuV+XReXkpOefJqW5M7n3AN/VPVV\noGW+9nquSEJVfyMoaA/+/mkcO3bYpX+Xrra0MpvNheal2lpahYSE5Pn3Z5tUlbuHa1ZWlj0NQXZV\n3UqCVeGdzp49y9mzZ2natCkpKSm0aNGCNWvW2HtllpSmaYwcOZJOnToxcOBAh+OeeGOzWCx07BjH\n778HYza3c/nrFGUXsBFdn4S1n6mG9TL/TlT1LJp2BVWtha43QtcbYA0kFay9Dl8HwtC0GVytyjVj\nrdbdAvij68OwFk45+z4TgP/L+Zq+wCfkfd34EEWZjGJsjWZcDGqurgcZU8HyNmq1mWhVHgMl503j\n1Hi4tARueR1qj7LednY9/DoAQmqgGjW0S2chuAKkXIAmLWDsJAgOwfDwSEK6tKHa0rlol1P5p9sE\nejZpxVuvvGqvpHe18t72/7nz2Ly1sl2q793DG9ZYUHqJ7XdUURQsFgsBAQH4+fm5LSgtzPHjx5k5\n8wm++GJlzi0dgKE5/69hLeBMxtpFZAWEVYJ6DaHeSYg8BknV4dDN8Fc0RB2Ftr/A703hhw6Qngam\nN6BKdTAGQrYRznfIGVSQ59kBTmIw7CEwcC8GQzp9+tzNwIF9ueOOO4r0WnytAkDb60RmZiZAoXmp\n2dnZpKSk5EkdyD31ynZOKaryGAlWRfHpuk5sbCyzZs2iWzdro+nPP/+cRYsWkZCQ4NbH6tOnDxMn\nTqRz585uO2daWhpxcXHMnz+fxo0bOxz3xBvb6dOnad68DVeu9MG1MYYWrG8QXwAXUNWKaNpFwA9V\njckpUKiD851TsAasrwDhOc37l6MoO4BKOUFqW5ynI2xHVd/FOuJ1EnAjijIdRWmBpn0CqCjqXej6\nHxDwFhjuvbqbqp1FzeqMxr9w42oIap2zlMuof8eiW86jt/4KwppYbz/wFBx9AaXTa+iNcjo1JAyF\no2uhfgdIv4Dy73H0KxdQ0NCzs8FgQFEVRt0/iuefnlviXaiSjDstLb5Q2S5rvMrV7hDOCvHKsrju\n7NmzdO3ancOHD6KqIWhab6Au1rx52+vgWeAlFKUWun4f+GXDTceg3kG4+QD4meF0LQg/CQGZ8MWt\noP8B/TOvPtCKCnBwKGQ1Av7CaNyLybSH4GAj/fv3oX//vrRq1apEr73XKgC0vWbYdrILyku1yczM\nJD09nQoVKtg3M3IPGpCiKo+SYFWUzJ9//smAAQPYvXs32dnZNG/enK+//pqoqCi3PcaxY8do3749\nf/75p701iLscPXqUwYMHs3r1aipVquRw3BNvGgkJCQwb9gDp6cOAS1h3Ks5j7TeYiqpmouuZaFoW\n1u4AppzL+SlYR64Oxpr36up6EgHrJT5VvRFNG451vKqzrz+Iqr6Kpp1DUcag64O4Gginoarj0bQz\noJhRje3QjP8Haq4CrKwPUbInoVTsiVbjHTDkFDql/oxy8m6UG9qgNf0YjGGgaSi/9kW/8CP0WQe1\n/p/1tlXt0a8chUc2Q/V68PuXsPhelLFz0Ac9Asmn8Z/QjpG9uzN3zpNuqbwH758rD96/Rl+qvnfX\nGl3pDpE/vaSwx/SG0bYHDx5kxYoVHDjwFz/99AsXLpwnIKAOKSmRaFodoBKKsgAIQtfHcDWQ1aHy\nP9bAtd4BqHME1mFtHZ3f+yEEnjdRtWplBg3qR79+fbjlllvcOiL4WkWKtg8U6enpBAYGFpoXnpaW\nRnZ2Npqm5ekooOs6iqJIT1XPkWBVlNyMGTMIDg4mJSWFsLAwZs2a5bZzp6Sk0KFDBx5//HH69Onj\ntvPmlpCQwJtvvsny5csdLrF6quBq8OB7+fLLtUAgqhqKolRE1yuhaRWwXuq3/Qnl6uX5JOB9rG2k\nmhTyCElYx60ezylyaIKiJKIoTdG0aTjupiahKC+j60dQ1QFo2qicx8/tCKo6E007DYAaMBnNbw4o\nprxFVOHvQcVBuU49B/55EaX+k+jRU607sFn/om5ri27Q0ft+AxVuhMzLqJ+2RA8KQn94I4RWha0f\nwicPwpQ3ocdISD5F0MOdeHj4YB6fOaNIz3lhymvVeGkrj2u8VncIwOlufkkL8bzteUxOTmbHjh38\n+OPPbNr0E4cO/YnBUIGMjHOoajU0rSNX2+9loijZGI1m1IAMMsJ3wSDH0CFgdQDbPtxGvXoF5eOX\nXGHPY+6WVvnzUp3d9/Lly2iaRlhYGKqqyuX/0iHBqii5tLQ0mjVrRkBAADt37nTbZZDs7Gx69uxJ\n9+7dmTx5slvO6Yyu6zz77LOkpaXx2GOPObzBeKKSODMzk7ZtYzl0KAJNu60IX7kX+BLrWNP8bVz+\nBTahqofQtBRUtTGa1hpogDU4TUFVXwRuzRWwpgDzgd8wGDpjsTyEY6uqTGA28COqOhRNmwocR1VH\noSsV0P0eR7VMdSyi0rJQ/u6CnvEHtFoDlXPydC/9hrKjC0rE/0Pr9jEYg+HScZTP26BEtkAb9zmY\ngmDjfFj3X3jyY2jXG87+TeDkTswYO5JpUx4pwnPmOl+qGpc1loyzNeYPSsu6O4Q3P4+ZmZns3r2b\nzZs3s3jxUiIj61ClSmUqVAglLCyEihUrEBwcTEhICNPfnU7aPWkO56i4riKntpzy+FoLex5tP2Pb\nZf6C8sItFguXLl3CYDDYUwfk8n+pkGBVuMfs2bMJDQ1l6tSpbjmfruuMGDGCypUr88orr7jlnNei\naRoDBgxgyJAh9OjRw+G4LUfJnQUux44do3Xr20lN7Y9j4HktG4HdwH+wTsXajKr+gab9i6rWRdPa\nAI1x3pfVGrDq+i3oeiDWALQpmvYIEO3k/itRlLdQlCg07SWgfq5jFuB2UP4BUxTU2QGGnDSNjP2o\nf3eG4Ei0lqvBPycAPrEU/nwQteUUtDazrbusp35B+bIHym1D0Qa+Zp1mtfox2PI6vPAFtOgIZ44R\n+HAnHp8Qz+RJE4vwXBWdJ37W7iZrLBlbvqLZbLaP4bTd5qwdVFl2h/D2LgZQ+Brb3tOWPal7IHfJ\nwbfQJLQJv6z4xSvWqGka2dnZ9slVzn7etr6r/v7+9pZW/v7+0lPV85w+ubKPLYrM3RWrP//8M8uW\nLeP777+nWbNmNGvWjA0bNrjt/PmpqsqiRYt4+eWXOXTokMNxg8FAQEAAaWlpFPJhzmWRkZH83/+9\nTWDgGsBx18G5f7FOe9GBV4C5qOpfOX1Un0bTHgRaUPAAgQw0rQa6vg34DliApr2BY6B6FFUdCLyJ\nrj+Npq0lb6D6O6p6O4oSCPpCVEumtRL48nr451042gpuvA+t7Q9XA9U/JsKf46Hrh2i3PWkNVBM/\nhjVx0PMJtMFvWgPVpWPhp7fg9e+tgerJIwRO6sCTkx/yeKAKV3/Wqamp9su83sbWHkfWeG22XdLs\n7GwyMjJIS0vjypUrXL58mdTUVMxmM35+fvbq+woVKlChgnVHMDAwEJPJZK/ILyu25zEtLc3rf9YF\nrfG/D/2X6np160vO98B3UI1qPPHgE16zRkVRMBqN+Pn5kZKS4vA6n5WVZf89UVWVkJAQe6sqCVTL\nhuysiiKbM2cOISEhTJkypayXUiJ//vknY8aMYe3atU6LuTxR4DJ58hQ++uhH0tL6c/UDZDbwF9YG\n/2cwGFKwWFKxVvdXBmqiaUdRlBro+kMU/hnzV1R1I5p2LmcnNRZVXQJEYR2VasvHzeLqJf8hOZf8\nc0+D0rCOcv0SRfkPuv5frrbEmgs8Yz1Hw2ehbk5OqWZG2d4RPe0Q9Psaqubk2257Cna9APd/CM37\nA6C82w/96I/w5g8Q2RBOHCJwcmeemTmV+LFjivzcloQvjDuVNVoVpWWZs+4QvvI8Zmdn+2ynhYTv\nEnhnxTtkWDIIMATwQP8H6N6pu1et0fbhJjMzE1VV7b8Puq5z6dIlgoKC7GkEtl142VUtFZIGINxj\nzpw5hIaG8sgjnsklLE2ff/45K1as4P3333fan8/dRQ9ZWVncdlssBw9eRFWz0LRUdD0dCMJgqInF\nUgtrHml1oBJXA9NMVPUNoAWa1s/JmTOAdajq72iaGUXpgq534Ooc7gxU9Sl0/QZ0/S1gI4ryBhCJ\nrr+ENdc1t99Q1Xh0PQRd/5S84xL3oKrd0ahs7bWq/4hasyfaTZNRfx+MHlId/e6vIChnitaG4XDs\nC5i4HurkdAFY0AkuHEF/+yeocRMcTyTwP3fy4hOPMer+kSV8lovOV0aJ2tYYEBDglW+a7hwb6yyf\nNHdQeq12UIWdt6yr7wtzPXZa8ARd18nIyChw0yF3SyuTyURgYCDp6emYzWb7GGcpqip1EqwKkZ+u\n68yYMYMqVaowYcIEh+OemCi0d+9e7rijA2ZzQ6yX8atS8KX83C6iKO8Cd6Hr7XNu+xtYi7UIqjaa\n1g1ohvN+qmYU5b/oeirW14OngT7kfW3QgKnAV6jqNDRtFtZcWZtnQHkO1X8imt/ToPiBdhIyuoF2\nCIwB0P87qN4ipzVVB/QrR662pjKbUV9sZR3t+tYPUKkaHP2TwClxzH96NsPvu8/l59HdfGGUqC+N\nZHV1jQXNvHelR2lJ1uhN1ffO+NIabZfdvVFhH0RzdwgICAggIyMjT+GVFFWVOglWhXDGbDbTs2dP\nJk+eTGxsrNPj7p4otHHjRoYMuZ/09FHkvfRemGNY+6i2zhm5+i+q+v/QtDuxNvIuyJ+o6nI0LRnr\njq0GfIa1AbjNr6jqA+h6RXT9E+DWXMdSUNXOaPoRCPgc/DpePZT5BJjnQ9VHUdJ/Qk//CaVqE0g/\nC8Eh1tZUFapBVhrqM03RK1VEf3UjhITB4T0ETunK6y88w5DBg4vwPHhGeShw8Qb5P+TZdqdc7VHq\njnZQRV2jN/LmDgE2mqaRmprq0x/yco+/9ff3Jzg42H47IJf/S5cEq0IUJDk5mR49evDxxx8THu4Y\n9HliEs5TT83l9dc/Iy3tXpzvhNpYgH3AHxgMyVgs/+bcfgfWoQHX2tH4DVX9DE27iKLcja73xhoc\nvwZsAxYDrYFHgARUdQaa9ih5d1M3oqhDUPxaohmXgVrFerNmRsnqgq7thch1EJTTliv9NzjSFkxG\nUFXUtsPQmt6D+uFwiKqP9uIX4B8IB38jcFo33n75RQYM6F+k586TvGFMZ2FsH6C8bY2520GZzWay\nsrLs/SkBpyNwPR2UXosvjLb1hQ8nvrDG3IG/n5+f0w9ONrYOAbquYzKZvPZ3o5ySYFWIa9mxYwfT\npk1j9erVDpfdPJHnpmkaPXrczfbtmWRldcl1xALsB/aiqslo2mUUJRhFqYum1QUigf8BW4HHgVpO\nzv4/VHVlztf2Q9d7AsH57rMK+AQIRVGq5uym5p7frWPt8foRSsDz6H4Tco1Z/Qs1MxbdvyZ67S/B\nmNMF4Mo3KCf7o0SNQWv0MiRthMRZcOUPMGeidh+OFtsXQisROHsgC1+dT79+fUvyNHqELxThlOW4\nU1d7lOq6bn8eS2vufVFlZWWRkZHhdYF/br70AcpbAn9nu/lms9kelDrbzbftsGZnZxMaGmq//O+N\nv7flmASrQhTm/fffZ+vWrSxYsMBpMn5qaipGo9Et+YK6rnP+/Hlatbqd5OQo4HzOzuklFCUIRamH\npkVjbTXlLFVgLdbxqrOxjmYF+AVVXYOmpaIoA9D1HjjfeT2Dqs5D0/4CTKjqqJxOAbZdkZOoaid0\nzOgBa8CQKyUgewVkjUKtPAKt+nxQcnZhk1+F5Fkot85Hj4y33nZxN8rWThAzBL32nfDnYpTzO9DT\nL/PBwncYMGBAiZ5DT5EinKuPUdCIUWc9Sp219vH2sbEgH07cpSzWWNThDhaLhZSUFDRNo2rVqg7n\n0jTNfkWgYsWKXvtcl2MSrApRGF3XGT9+PLfeeisjR450OG67lFSUy10FvZDaCkh27dpFz569sFbm\ntwCicBx/6pyifAQko+tdctpVZaIog9D1rjgv2koDXsWaHtAFTXsASENVJwA3o2lrgLWgPIxqGoBm\nfB2UoKtfnvEQWD6E8IVQ8d6rt58cDVc+hzaroVpON/CkjbDzHtQ209Faz8oZCvAzgV/1Zcn7b9Gu\nXTufznPzBu4qwilKO6iCgtJrndtXOi24o4uBp/hC9T1YP5xYLBa3B/65Pzg5C0rz/35ea7jDokWL\nWLx4MRs2bMBkMnH06FESExPtf06dOsWrr75Ky5Yt3bZ+4TIJVoVwRWZmJl27duWpp55y+mJVUL5g\nQTtQuQtICqpq/uijj3n44cdJTx/DtXNQczuANRXgONZerSOAXlzthZqbBnwAbERVG6BpU8g7HCAD\nRXkQXT9pvW/AB2C8J9eXp6Fmx6LpZ+CmBAjM2WnVzCh/d0TPPgK3b4IKDa23//0R7IlH6Tgf/dZx\nObdtJujrgSxf8n/ceeedPpXn5gtrdKVQqKQ9SotLOi24h690CChJizV37OY7O2dWVhZHjhxh//79\n7N+/nx9//JETJ04QERFBnTp1iImJoVGjRsTExHDjjTfKAICyI8GqEK46efIkffv2ZcWKFXkuFdku\nOdkuG9oS9d1R1WwdGLCFtLQhOG/8r2EttNqOoiSh6+Q0/b8VVf0ipyfqMzjuqG5CUZYAwej6NKCN\nk3OvRVHezBnLegUlYC6632Trbqh5D0p2HEpgI7TaK8BQyfol5guox1qhB1REb7sB/HOep0Pz4MBs\n6LEU6uXkox7/lqCvh/D58g/p0KGD/VF9KRfPF9ZoyxcsbDffE+2gCuNLH06kQ0DJuBL4XysoLe5u\nvu21+dChQ+zfv5/ExEQOHDhAUlISJpOJunXr2oPS6OhoRo4cSefOnXn66ac98TSI4pFgVQhXaZrG\n8uXLeeutt+jSpQsHDhzg8OHDrFy5EpPJhKqq9k/6gYGB9jf7krzhm81m7ryzO7//biIr607bSoDf\nUJSdwDl03Q9VbY6mNQFu5GpQa0ZV5wNV0bQ5WKv596Oqr6Npl4GHgJ44dh1IQlWno2lngKeA3sBW\nFHUSiqE5mtIVzE+iVp2MVnUOKDmPl74X5e9OKNU6oDVfCoacXZ69U+D4Qui3Dmrn9II9mkDwphGs\n/vwjbr/9dofvW/IFiy/3m312drb9kqgru/llwZc+nHhLoZAzvhT4BwQE2HNF3bWbb9thPnDgAPv3\n7+fAgQMkJiZy8eJF/P39ufnmm/PslNaoUcPp79u5c+e47bbbmDNnDsOGDfPUUyGKRoJVIQpy7tw5\nFi5cyP79+9m3bx8HDhygSpUqhIaGUrduXTp27EjDhg1p06aNfTfDE5c2z58/T8uWbUlOro2qnkLT\nklGUAKAFun4rEEEB/5aBLFR1HroeAWSi63+hKEPQ9WFAUL77asCbwGrrNCrtcaBiruP/Ah2AK1B5\nItR69eqhS6vg9AjUev9Bqz/naoeAnfdC8gYY+B1Uy5l4dfgLgjeP4ctVn9KmjbMdXd/JaSyrgqui\n9Ci1VTvbqu+9kbcG/rllZWWRmZnp1c+jtwX+uXfzbb+jznbzixqUXr58OU8+aWJiIleuXCEoKIgG\nDRoQExNjD0yrVKlS5N+pffv28f333/PQQw+V5NsX7iPBqhAFSUpK4pVXXqFhw4bExMTQoEEDQkND\n0TSNYcOG0b17d/r1cxxz6okdju3bt9O5cxfgFnT9TqAGBQeoue1CUb5D1//Bmre6FOdtrf5AVZ9A\n11V0fT7WPqu57URRHgJqWwu11DdQw+LQarwD/7wD/zwHzd6B2jnTpjQNdVscWuo+GPwjVKxjvf3g\n54T8OIGEL1bSvHnza67cV3IaPZkvWNSqZme7+b4U+Ht7oZDs+DtX1BQTs9lMUlIS/v7+VK9evcBz\nXrx4Mc+l+8TERNLS0ggNDbW/LtuCUqnSL9ckWBWiOFJTU+nSpQuvvfYaMTExDsc9scOxZs0axoyZ\nRHr6Q0DYNe55CViHohxE1xUUpRO63gJVfQ1rdf8LXG3wnwX8F9iGqsajaePJm9+qYe3buhZFeQxd\nn4I1beAciuFudG0fKBrc/i1UuSPnS7JRf2yNTjr6oM0QXMN6e+LHVPhlChvWraJJkyYufc++dGmz\nJDmNznL1ilvVXND5r/fA3x2u9w4BBf2OOsvNLyzFZMGCBaxcuZINGzaQkpJCYmKi/fL9wYMHycjI\noFKlSnmC0piYGEJDQ73yeRceJcGqEMV16NAhhg4dypo1a6hYsaLDcU/swjzzzHO8+upHpKWNw7HC\nfyequgVNS86p7u8ExHA1hzUNVZ0L1EHTXgS+Q1FeRVEi0bR55O0EAHAcVR2Rs9v6KdA017EzqGon\nNC0NxS8DQqPRm74HwXVRf2iKHlIV/Z6vwd8aVCt/fkCFHY+xMWEtjRo1KtL37G2XNp1xNafRE1XN\nrrpeAn9P86UOAQaDoci76Z4ag6tpGmfPns0TlO7Zs4czZ87QrFmzPLukDRo08OoddlHqJFgVoiTW\nrVvHe++9x7JlyxyCFE9cftV1nXvvHc433/xNRsZgrLuoX+Xsoqo5u6i3kzfXNLcMFOVJrP/EM7Hu\nqvbH8bXgbeBNVHV4zk5s7p2uL1CU0Sh+d6MZ3gHdAObRoK8EYyBK9Sbo/daDn/Vr1L3vEfbrHDZ9\n/SX169cv1vftC5dfbTmNISEhAGXSDqowvhD424Jqby5m8oWgWtM0UlNTC9xNLyjFxDbNyZUUk4Ie\n98SJE3nySf/66y8sFgs1a9a055Q2atSI2rVr0717d3r27MkTTzzhkedBlAsSrApRErqu89RTT6Fp\nGtOnT3d4IS/sDaM4MjIyuP32Dhw8eBpNu4yqNkTTOpJ3F9WZI6jqcjTtNBCIokSi68vIOwnr35wA\n9QywDOiU7xyTgCVgeh0Mo67ebNkCWb3AGAz6JdTGI9BuewL1yGoq7X2B775eR926dYv9PXtr3mX+\nApKsrKw8M+/LKii9Fl8pZvL2cae+0iHAFlQrilLsvOf8bDuvx44dyxOUHj9+HF3XiYiIyLNTWqdO\nHUwmk9Nznjlzhttuu42XXnqJgQMHevLpEL5LglVR/mVkZNC+fXv7m/Tdd9/Nc88957bzWywW+vXr\nx6hRo+jSpYvT4+7eKTp8+DC3396R1NTO6HpcIffeg6quRNP+yZlQdRcQmlNQ5YeuL8c6mnUNivIk\nitIRTXsXqJTrHJdR1c5o+nkwfQVqrpzT7DfBMgOlyrPoYZMgcy/qhdFomX8QVrEiv2z5lsjIyBJ/\nz2WZd+lqAYmqqmRmZuLn5+dVQXVuvjA2FnxvN72s13itvGewzr23/cmdU1rYOc1ms8M0p5MnT6Io\nCjfddFOeoDQ6OrpYqSu///47J06coGfPnsX+/kW5JsGquD6kpaURFBSE2Wzmjjvu4OWXX+aOO+5w\n2/kvXrxI165dWbRoEdHR+XM/PfOmtm/fPjp0iCM1dRTQwMk9fkFV16FpKShKz5xxqyG5jmsoyjPo\n+gUUJRpd/x1r66ohDudRlHtQ/NqgGT4GJVdxV9YY0D+F6isguKv1Nl3HdGU6VUxr+GLNJzRs2NAt\n3y94Nu/SXbl6vtKgXYqZ3CM9PR1N00otx7I4ec9ZWVn88ccf1K1bl7Awx+LM/NOcbNX3p0+fxmAw\nEB0dnadH6U033eS1u8miXJJgVVxf0tLSaN++PR9++KHTKv6S2LNnD+PHj2fNmjUEBwc7HPfEm9rm\nzZu5556hZGT8B2tLKg3r+NRNaJoZRemHrnckb86pjQasAtZiHc26CuuQgNyeAV5CNT2Jpk692j9V\nM6Na2qNxDGp9C6acgFTPJuDSWOrU3E/CVyuoXLmyW77P3Eqad5k/Vy/3mz04v3xf1OEOknfpHr5S\nzOSJFBV3jsHVdZ2pU6dy5MgRli5dytGjR+1FTgcOHODcuXMYjcY805xiYmKIiIjw2jQMT5s2bRrr\n1q3DZDJRp04dFi9e7DTQj4yMpEKFChgMBoxGIzt27CiD1ZZ7EqyK64OmaTRv3pwjR44wfvx4Xnzx\nRY88zvLly/nyyy9ZuHChw4u8p3azli37iIcfnkVGRhMUZQdgRNf7A+2AgnYff0JVP85JA3gI+B34\nGvgY6A5koSg90PkDjGvA0O7ql2pnUS23oRuroddYD4YqObenEvjvAFreorHy86VOA3Z3ceUSsTt6\nlJaE5F26hy2o9uYuBiUJqt0ZlOY+Z/5pTraJe1lZWcTFxeUJSqtXr+61v6NlZePGjXTu3BlVVZk5\ncyYAzz//vMP9oqKi2LVrFzfccENpL/F6IsGquL5cunSJrl278vzzz+eZR+8uuq4zZcoUIiIieOCB\nBxyOe2o3a9y4B/joo6XAA0AsBRdaHUBVF6Jp/wKjsQamtgDgK2AhMBlFXYyi3IhmXANKjatfbtmO\nYumBEtIdrcoiUHIuc1suEHTxLrp1jmbR+295fKcu9yXigICAAt/wnV0WLWqP0pKQvEv38IWgurAU\nlYIq721BqbPfU3dPc1JVlbZt2zJjxgxGjx7tqaei3Fm9ejUrV65k2bJlDseioqLYuXOnR64iCTsJ\nVsX15+mnnyYwMJCpU6d65PzZ2dncddddTJs2zence0+88eq6Tnz8BFav/pW0tGlcbfpvcw5FeQNd\nP46i9EfXB+J83Ops4DdrgOq/D5Rcl6Jo9ekAABytSURBVDXNi8E8EaXyE+hh06+mBGSfIOhiV0YO\n68qLL8z1WMDjLCA1m80AeYJQT/QoLcmavbGLQX6lnXdZHL4SVKemptp/1q5Mc3I1KL1w4YI9GC3J\nNKcDBw4QGxvLZ599Rvv27d3+HJRHvXr1YsiQIdx7770Ox6KjowkLC8NgMBAfH8/YsWPLYIXlngSr\novw7f/48fn5+VKxYkfT0dLp27crs2bPp3Lmzxx4zKSmJnj178sknn1CzZk2H455oH2SxWBgwYCg/\n/PAP6ekTsO6upmHtmboHVW2Ppt0PVHHy1XtQ1RfQdRO6PhlVnY+u1EQ3rrMGrlkTQVsMNT6G4N5X\nvyxrP4EXujFzejxTp0x2y/dRlMuiYA20goODvf4SsbdPj5KgumgKKnKyvX8ajcYi5z3ruk5ycrLH\npzn98MMP1KhRg5tvvrlY33t50aVLF86ePetw+7PPPkuvXr0AeOaZZ/j1119ZuXKl03OcOXOGmjVr\nkpycTJcuXXj99ddp166d0/uKYpNgVZR/e/fuZcSIEfY3l2HDhjFt2jSPP+62bdt49NFHWbVqlUMe\nm6faB2VkZBAX14u9e0PJylKAH1DV+mjag0Cks69AUeai67+jKGPR9RFYd2XNKMp4dP0wGOoBR6HW\nRvDP1bIqfSuB//ZlwStzGTrUccehMEWdJ17QDpQvNbr35rxLT/QEdreSTGYq7uMVp0NERkYG3333\nHV27dnX689Y0jTNnztiD0oMHD3L48GGys7OpWrVqnqBUpjmVnQ8++ID33nuPTZs2uVRnMGfOHEJC\nQpgyZUoprO66IsGqEJ707rvvsnv3bubNm+fwZmN74zUajW6tdL506RKNGzfjwoUrwBzyjknNbT2K\n8j6KUg9NmwPUznd8H9a81myUGx5Br/QsKDnBYOp6gi6PYNnShXTt2vWa68mdm+euy6L5ZWZmkp2d\n7dW5oRJUu4cngmp3F+NZLBbuuusubrnlFiZMmJAnn/To0aNYLBZq1aplD0obNWrEzTffjL+/v9f+\n/nqaq9X3GzZsYPLkyVgsFsaMGcOMGTM8sp4NGzYwZcoUtmzZQpUqzq5GWbvLWCwWQkNDSU1NJS4u\njtmzZxMXV1jva1FEEqwK4Um6rjNmzBjatGnDfffd53DcU5XOp0+fpkOHbpw92wmLJf9UmHOo6mw0\nLQl4DGuRVf7XgvnA56jqQ2jaHSiG0SgBt6BV/QQlI4GQtBl8sfYTWrdubf8+PTFP3FXS6N59ynNQ\nXZyg1JXG+c6mOZ05c4Y9e/YQHR3NXXfd5dI0p+uZK9X3FouF+vXr8+233xIeHk6rVq1Yvny5W3s5\n29SrV4+srCx7lX/btm156623OH36NGPHjuWrr77i6NGj9OvXD7DmKw8dOpRHH33U7WsREqwK4XHW\nS/NxPPfcczRr1szhuK3gyt3BwalTp7jjjjs5f/5uNK031gKqhcB6VDUOTZsKVMj3VUmo6nh0PQ1d\n/wBomXN7GoraH519VAwL5esNq6lXr94154l7Iii9Fl/qyentje59PaguTuN8V/JJizrN6dChQ7Rv\n355Vq1a5dQhJeVdQ9f3WrVuZM2cOGzZsAK4Gs7bgVpRbTv9xeue1HyF8VEBAAEuXLqV///6sWrXK\nocWJn58f/v7+9g4B7goOwsPD+e679cTGduHChfOo6nc5fVXfRtMcg2b4DFgA9ELXnyfvtCsz/qaq\nVK1agw8+eIfIyEg0TcNgMGAymdzeo7Q4FEUhODiYlJQUDAaDV17GVhSFoKAgUlJSyMrK8tqg2t/f\nH03TSE9P99qg2mg02ndYbestKCj18/PDZDK5HJQWNM3Jz8+PqKgoYmJiaNWqFSNGjLjmNKeGDRuy\nZMkSBgwYwPbt27nxxhs98VSUO4sWLWLIkPyT9KwfwGvXvpquFBERwfbt20tzacKLeN8rvBA+7qab\nbuK5555j7NixfPbZZw6BlMlkwmKxuD04iIqK4ttvv6JNm1jM5ibo+gIc21qloygT0PWDwNtoWo98\nxxMJDBxO376xvPzyQgwGg9fuuNmq2T2xU+0uvhJUBwYGek1Qfa0OEWDdCTYajfYPfq62g8rIyODg\nwYMO05xMJpN9mlNsbCwPPPAA4eHhxfp96tatG4sWLaJq1arF+t7LE1er700mk9M2Ud74miPKjve9\ncgpRDtx5553s3r2bp59+mieffDLPC68ng4P69evzyy/fc+edPbl8eQO63ivX0Z9RlFkoSiN0fRtQ\nPd9XryIwcCbz5z/D8OHD7Lmh3r7jZivC8daenKqqEhQU5DNBtaqqpTKS1dW2ZbnbQoG1Pd2mTZvo\n27ev03Pmn+aUmJjIxYsXCQgI4OabbyYmJoa4uDgmT57skWlO3bt3d+v5fNXGjRuvefyDDz5g/fr1\nbNq0yenx8PBwTpw4Yf/7iRMniIiIcOsahe+QnFUhPETTNIYMGULfvn3p3bu3w/GSVmNf683+0KFD\n9O49kMuXJ6Lrd2EtrtqCosxG10eTNy0oG5PpSSpW3MDq1R/RtGnTPI/hC7mhvlBw5Yl+u+7mqSEW\n7mhbZnP69Gnat2/P3LlziYyMdGmaU5UqVbz2OS8Nn3/+OU8++SSJiYn873//o3nz5k7vFxkZSYUK\nFewfEnbs2OGR9bhSfW82m6lfvz6bNm2iVq1atG7d2mMFVsKrSIGVEKXtypUrdO3alTfeeIMGDRo4\nHHelGru4b/YHDhygY8duXL6sA5XQ9Q+B/I3BzxIUNJoWLSqwfPkiKlWq5PD4vtDiSIJq9ynu9Khr\ntS3LX4hX0mlORqORLVu20K9fP2JjY12a5nQ9S0xMRFVV4uPjmTdvXoHBalRUFLt27bJXxXuKK9X3\nAAkJCfbWVaNHj5bq++uDBKtClIXExERGjhzJmjVrqFAhf0X+1WrswMDAPIGpO97st27dSq9eA8nM\n/E/OsIDcfiEwcByTJo3i8cdnXvNyqC+0OPJUazB3sl2m9vPzc6nxeFkpaHqUp9qWFTTNKTMz02Ga\nU8OGDQkNDWX58uU8/vjj7Nixo8DdOZFXx44dCw1Wd+7c6VAYKkQpkmBViLKyevVqli1bxuLFi0lK\nSmL//v3UrVuX6tWrY7FYsFgsAB7pUXr8+HE6dbqL8+cHYzZPyXmcdwgMXMDSpQtdbmrtCy2OPNUa\nzJ1sQXVgYGCp5IYWhy0P2GAwYDAY8gSlgMMHJ1d/T/NPczpw4IB9mlO1atXyNM6vX79+odOcHn30\nUbZu3cp3333ntT9vb1JYsBodHU1YWBgGg4H4+HjGjh1byisUQlpXCVFqNE3jxIkT7Nu3z/5n+/bt\nREREYDKZqF+/PrNmzaJmzZoYjUYURSE1NRWTyeT28Zc33XQTP/20kS5d7ubUqYsYDGepXfsYq1dv\nJjIy0uXz+Pv727sYBAUFuXWN7mKrEPeVgitboFdWCmucn52djaZpGI1GjEajy23LbL//hU1z6tat\nW4mmOc2dO5fvv/9eAlVcq74vzM8//0zNmjVJTk6mS5cuNGjQgHbt2rl7qUIUmeysCuEBdevWJSMj\nw37ZMiYmhvr16zN//nzGjRtHp06dHL7GlhvqzuKW3C5cuEDv3oOpX78eb745r1iXoW25od4+U748\n54YWR+7G+c6C0oLSTCwWC7/88gvBwcEOu3EFTXM6fvw4uq4TERGRp8ipbt269g9momwUtrOa25w5\ncwgJCWHKlCmlsDIh7GRnVYjSsnfvXgIDAx1uv+WWW+jevTt16tThpptuynPMYDAQEBBgr8Z2927R\nDTfcwE8/fVOic9ga3aemptobsHsbW2uw1NRUr+gbWhBbv920tLRCL3e7ytVpTn5+fi5NczIYDCQl\nJfHYY4+xZMkSkpKSCpzm1LhxYwYNGkR0dLRLDfnLM1er7zds2GAvIBozZgwzZszw+NoK2qBKS0vD\nYrEQGhpKamoq33zzDbNnz/b4eoRwheysClHKdu/ezcSJE1m7dq3TgLag4hZv4ksFV96cG1rcgqv8\nRU65/9/ZDmlJpzmpqsqRI0eYOHEiTZo0ISYmhhtvvLFMUxi8mSvV9xaLhfr16/Ptt98SHh5Oq1at\nPNaaafXq1UyaNInz588TFhZGs2bNSEhIyFN9f/ToUfr16wdYc7+HDh0q1feiLEiBlRDeYunSpWzc\nuJG33nrL6axzX6gYl4Ir97AF1QEBAQ6pFa42zs/936JOc7IFpefOncPf398+zalRo0bExMQQHh4O\nQP/+/alcuTILFy702p+3t7nWZfetW7cyZ84cNmzYAMDzzz8PwMyZM0t1jUJ4GUkDEMJb3HfffezY\nsYNFixYxZsyYPMdyz5S3Nef2RraCq4yMDKc7xN7AlwquUlNT7dX2+YNSWyCae5qTK0GpK9Ocunbt\nyn/+859CpzktWbKEtm3b8t577zFu3Di3PgfXo1OnTlG7dm373yMiIti+fXsZrkgI7yXBqhCFsFgs\ntGzZkoiICL788ku3nFNRFObNm0f37t1p3Lgxt912W57j3lQxXpDcQXVWVpbXFlzZckO9YWzstQY8\nKIpCZmamvSNEURrnX758OU+Rk7NpTr169WLmzJnFnuYUEhLCl19+6ZW/i2WhpNX33vjBSQhvJcGq\nEIVYsGABMTExXLlyxa3nNZlMLFu2jN69e/Ppp59So0aNPMdtaQC2y9je+ObmawVXmZmZpZJakT+P\n1NmAB4PBYC90sgWlqampLFq0iLFjxzoEhQVNc0pPTyc0NJSGDRvSsGFDBgwY4LFpTkVpdVbebdy4\nsURfHx4ezokTJ+x/P3HiBBERESVdlhDlkve9swjhRU6ePMn69euZNWsW8+fPd/v5a9asySuvvMKY\nMWNYtWqVw+6kyWSy5116a8GVwWAgMDDQq3NDPZFaUZRpTn5+fi41zvf39+ebb75h3759DBo06JrT\nnIYNG2af5uSNvxel6cKFCwwaNIjjx48TGRnJZ599RsWKFR3uFxkZSYUKFey/Azt27PD42gqqC2nZ\nsiWHDh3i2LFj1KpVi08//ZTly5d7fD1C+CIpsBLiGgYMGMBjjz3G5cuXefnll92WBpDfG2+8QWJi\nIi+88IJD4GHLPTQajV7bhgl8q+CqKL1sC2qcn3uak7Mip6JMc7L9OXz4MIqi8Mcff9C6dWuGDBni\n8jSn69n06dOpUqUK06dP54UXXuDixYv2gqXcoqKi2LVrl30mvae4Un0PkJCQYG9dNXr0aKm+F0K6\nAQhRNOvWrSMhIYE333yTzZs3M2/ePI8Fq5qmcf/999O+fXsGDx7s9LgvzL235dh6a8EVQGZmJllZ\nWQ6pFYVNcypJUOrKNKdGjRrZpzkdOHCA2NhY1q5dS9u2bT39lPi8Bg0asGXLFqpXr87Zs2fp0KED\niYmJDveLiopi586dVK5cuQxWKYRwgQSrQhTFY489xtKlS/Hz8yMjI4PLly9zzz33sGTJEo88Xnp6\nOnFxcbz00kvceuutDsd9oQ2TL0y40jTN3svWaDTmySnN3Tg/d5/Swp5vT0xzWrduHfHx8ezZs0eC\nq0JUqlSJixcvAtafxQ033GD/e27R0dGEhYVhMBiIj49n7Nixpb1UIcS1SbAqRHFt2bLFo2kANn/9\n9ReDBg1i9erVVKpUyeF4QbuC3sTTY2NdVdg0J1teqa3y3tXG+WazmaNHj+YJSk+ePImqqvZpTrag\nNCoqqkTTnHbs2EGrVq289mddmgqqvn/mmWcYMWJEnuD0hhtu4MKFCw73PXPmDDVr1iQ5OZkuXbrw\n+uuv065dO4+uWwhRJNJnVYiSKI2AISoqiqeffpr4+HiWL1/uEOx5UxumgtgKrmy9TT29C+xq43xb\nz1Xb5XtN09i+fTtXrlwhLi7O4ZzOpjmdOXMGg8FAdHQ0MTExtG7dmpEjR3psmlPr1q3dfk5fda3q\ne9vl/xo1anDmzBmqVavm9H41a9YEoGrVqvTt25cdO3ZIsCqED5CdVSG8jK7rPPfcc6SkpDBr1iyn\nBVcpKSmYTCavLrhKT0/HYrG4reDKE9OcfvrpJ+69917eeecde6/SwqY5eWsKhqe5Msd+0qRJJCQk\nEBQUxAcffECzZs1KZW3Tp0+ncuXKzJgxg+eff55///3XocAqLS0Ni8VCaGgoqampxMXFMXv2bIcP\nKkKIMiVpAEL4Ck3TGDBgAIMGDaJnz54Ox22X2stjwdW1Guc7C0hLOs0pKCiIX3/9lZkzZ9KiRQti\nYmIKneZ0vXFljv369et54403WL9+Pdu3b+fhhx9m27ZtpbK+CxcuMHDgQP7+++88ratyV98fPXqU\nfv36Adb876FDh0r1vRDeR4JVIXzJpUuX6NatG++88w716tVzOJ6dnU16erpXF1wVNvfeE0Gps2lO\ntk4KtmlODRs2pFGjRvZpTuPHj+f06dOsXr3aa5/LsuTKHPsHHniAjh07MmjQICBvhb4QQrhIclaF\n8CVhYWG8//77jB49mrVr1xISEpLnuNFoxGKx2PuGemP+av6597kD1OI2zgfXpjnFxMQwcOBAYmJi\nCp3mtGDBAjp16sRLL73k9PL29c6VOfbO7nPy5EkJVoUQJSbBqhBeLCYmhkceeYSHHnqIxYsXO+z6\n+fv7Y7FYyMjIKNPepoVNc1JVlczMTPz9/fH39y9SUJqcnExiYmKh05xiYmKK3SXBZDKxYsUKsrOz\ni/sUlGuuPqf5r9R54wcoIYTvkWBVCC/Xv39/du3axeuvv87DDz+c51juMaJZWVke721alMb5RqMx\nT+P8S5cu8c477zBhwgSHoLugaU7Z2dlUq1bNHpS2b9/eY9OcatSo4dbzlSeuzLHPf5+TJ08SHh5e\n4sc+ceIE7du3Z9euXfZ+qi1atGDz5s3ceOONJT6/EML7Sc6qED7AbDbTu3dvJk2aRGxsrMNxd/c2\nLc40p8JyPbOzs+nZsyeNGzcmLi7OHpT+9ddf9mlOtpzS3NOcrtfducKq7zdv3szdd99NdHQ0APfc\ncw+PP/64R9ZiNpupX78+mzZtolatWrRu3fqaBVbbtm1j8uTJbiuweumllzh8+DDvvvsu8fHxREdH\nS7qGEOWTFFgJ4cvOnz9P9+7d+eijjxx2tQCysrLIyMgoUsFVYY3z8wekrjbOL2iaU0BAADt37qRr\n164MGDCARo0aUadOnUKnOV1vXKm+37x5M/Pnz+eLL74olTU5m2P/7rvvAhAfHw/AhAkT2LBhA8HB\nwSxevJjmzZu75bHNZjMtWrTg/vvv5/333+e3334r04ETQgiPkWBVCF/3v//9jylTprBmzRoCAgIc\njtvGiOa/TO6poLQ405x2795N165d2bx5M40aNXL7c1QeuFJ9v3nzZubNm+fxqWre4uuvv6Z79+5s\n3LiRzp07l/VyhBCeId0AhPB1rVq14v7772fatGm89tprDgGlv78/qamppKWlYTAYXJ7mdC22aU6H\nDx/OM83p7NmzxZrm1Lx5c+bPn0/fvn3Zs2eP06D7eudK9b2iKPzyyy80adKE8PBwXn75ZWJiYkp7\nqaUmISGBWrVqsXfvXglWhbjOSLAqhI8ZOXIkP//8My+++CI1a9YkMTERg8HA9OnT7UGp2WwGrO2t\nXJ3mpOs6GRkZHDx4ME9QmpycjNFopF69evYip/Hjx5domtOwYcNo2LChBKoFcCUlonnz5pw4cYKg\noCASEhLo06cPBw8eLIXVlb7ffvuNb7/9lq1bt3LHHXcwePBgKYgT4joiwaoQXu7o0aNs2bKFffv2\n2f8kJSURGhpKy5YtadKkCc2bNycoKMgelJrNZlavXk3jxo3z5DlCwdOc/v33XwICArj55puJiYmh\nW7duPPLII1SvXt0j+aQtW7Z0+znLC1eq70NDQ+3/3717dx588EEuXLjADTfcUGrrLA26rjN+/HgW\nLFhA7dq1mTZtGlOnTmXZsmVlvTQhRCmRYFUIL7dr1y6+//57YmJiiI+PJyYmhqioKM6ePUufPn0Y\nN24c1apVy/M1fn5+XLp0icGDB/Paa6/lKXbKP82pd+/ePProo1SuXPm6LXIaNWoUX331FdWqVWPv\n3r1O71Oac+9btmzJoUOHOHbsGLVq1eLTTz9l+fLlee6TlJREtWrVUBSFHTt2oOt6uQtUAd577z0i\nIyPtl/4ffPBBFi9ezI8//ki7du3KeHVCiNIgBVZC+LAtW7Ywd+5cFi5cyOHDhx2mOaWnp3PlyhWm\nTZtGo0aNXJrmdD368ccfCQkJYfjw4U6D1bKYe19Y9f2bb77J22+/jZ+fH0FBQcyfP5/bbrvNo2sS\nQggPk24AQpRH48aNY8+ePbRr185efW+b5pSVlUVsbCz9+vWTvpSFOHbsGL169XIarMrceyGEKBXS\nDUCI8mjhwoUFHvP392flypW0bt2atm3bOh0oIAonc++FEKLsSLAqRCmKjIykQoUKGAwGjEYjO3bs\n8PhjRkRE8PXXX1OnTh2PP1Z5JnPvhRCibEiwKkQpUhSFzZs3l3ohzC233FKqj1feeGruvRBCiMIV\nr0miEKLYCskTvy6MGjWK6tWrFxhEb968mbCwMJo1a0azZs2YO3duKa8wr969e7NkyRIAtm3bRsWK\nFSUFQAghSonsrApRihRF4c4778RgMBAfH8/YsWPLekll4v7772fixIkMHz68wPu0b9++1ObeDxky\nhC1btnD+/Hlq167NnDlzyM7OBqyV9z169GD9+vXUrVvXPvdeCCFE6ZBgVYhS9PPPP1OzZk2Sk5Pp\n0qULDRo0uC57RbZr145jx45d8z6luQOdv4epM2+88UYprEQIIUR+kgYgRCmqWbMmAFWrVqVv376l\nUmDli3LPve/Rowf79u0r6yUJIYQoIxKsClFK0tLSuHLlCgCpqal88803UvhUANvc+99//52JEyfS\np0+fsl6SEEKIMiLBqhClJCkpiXbt2tG0aVPatGlDz549iYuLK+tleaXQ0FCCgoIA69z77OxsLly4\nUMarEkIIURYkZ1WIUhIVFcVvv/1W6o974sQJhg8fzrlz51AUhXHjxjFp0iSH+02aNImEhASCgoL4\n4IMPaNasWamv1eZ6mXsvhBCicBKsClHOGY1GXnnlFZo2bUpKSgotWrSgS5cuNGzY0H6f9evXc/jw\nYQ4dOsT27dsZP34827Zt89iaCqu+X7FiRZ6595988onH1iKEEMK7KYVU3EpDSCHKmT59+jBx4kQ6\nd+5sv+2BBx6gY8eODBo0CIAGDRqwZcsW6SUqhBCiNDkdDSg5q0JcR44dO8bu3btp06ZNnttPnTpF\n7dq17X+PiIjg5MmTpb08IYQQwoEEq0JcJ1JSUujfvz8LFiwgJCTE4Xj+qyyK4vQDrhBCCFGqJFgV\n4jqQnZ3NPffcw3333ee0DVR4eDgnTpyw//3kyZOEh4eX5hKFEEIIpyRYFaKc03Wd0aNHExMTw+TJ\nk53ep3fv3ixZsgSAbdu2UbFiRclXFUII4RWkwEqIcu6nn34iNjaWW2+91X5p/9lnn+Xvv/8GrNX3\nABMmTGDDhg0EBwezePFimjdvXmZrFkIIcV1ymn8mwaoQQgghhPAG0g1ACCGEEEL4FglWhRBCCCGE\n15JgVQghhBBCeC0JVoUQQgghhNeSYFUIIYQQQngtCVaFEEIIIYTXkmBVCCGEEEJ4LQlWhRBCCCGE\n15JgVQghhBBCeC0JVoUQQgghhNeSYFUIIYQQQngtCVaFEEIIIYTXkmBVCCGEEEJ4LQlWhRBCCCGE\n1/Ir5LhSKqsQQgghhBDCCdlZFUIIIYQQXkuCVSGEEEII4bUkWBVCCCGEEF5LglUhhBBCCOG1JFgV\nQgghhBBeS4JVIYQQQgjhtf4/QWwBBPzDxt8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x167624a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = meshgrid(np.linspace(-2.3,1.75,25), np.linspace(-0.5,4.5,25))\n",
    "z = rosen([x,y])\n",
    "fig = figure(figsize=(12,5.5))\n",
    "ax = fig.gca(projection=\"3d\"); ax.azim = 70; ax.elev = 75\n",
    "ax.set_xlabel(\"X\"); ax.set_ylabel(\"Y\"); ax.set_zlim((0,1000))\n",
    "p = ax.plot_surface(x,y,z,rstride=1, cstride=1, cmap=cm.jet)\n",
    "intermed = ax.plot(xi[:,0], xi[:,1], rosen(xi.T), \"g-o\")\n",
    "rosen_min = ax.plot([1],[1],[0],\"ro\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
